In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f9974d16cc0>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f9974c69a90>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.8.0 Default GPU Device: /device:GPU:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learn_rate = tf.placeholder(tf.float32, name='learn_rate')
return inputs_real, inputs_z , learn_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
alpha = 0.2
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28x28x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
relu1 = tf.maximum(alpha * x1, x1)
# 14x14x64
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 7x7x128
x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 4x4x256
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha = 0.2
with tf.variable_scope('generator', reuse= not is_train):
# First fully connected layer
x1 = tf.layers.dense(z, 2*2*512)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 2, 2, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='valid')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same')
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
#alpha = 0.2
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
n_samples, width, height, channels = data_shape
input_real, input_z, learn_rate = model_inputs(width, height, channels, z_dim)
d_loss, g_loss = model_loss(input_real, input_z, channels)
d_opt, g_opt = model_opt(d_loss, g_loss, learn_rate, beta1)
steps = 0
show_every =100
print_every = 10
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
batch_images *= 2
# TODO: Train Model
steps += 1
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, learn_rate: learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, learn_rate: learning_rate})
if steps % show_every == 0:
n_images = 16
show_generator_output(sess, n_images, input_z, channels, data_image_mode)
if steps % print_every == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 32
z_dim = 100
learning_rate = 0.0001
beta1 = 0.5
"""
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"""
epochs = 5
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 0/5... Discriminator Loss: 0.7046... Generator Loss: 0.9460 Epoch 0/5... Discriminator Loss: 0.3665... Generator Loss: 1.5449 Epoch 0/5... Discriminator Loss: 0.3662... Generator Loss: 1.8970 Epoch 0/5... Discriminator Loss: 0.5571... Generator Loss: 3.7271 Epoch 0/5... Discriminator Loss: 0.2926... Generator Loss: 1.7817 Epoch 0/5... Discriminator Loss: 0.7351... Generator Loss: 4.8604 Epoch 0/5... Discriminator Loss: 0.6960... Generator Loss: 1.3939 Epoch 0/5... Discriminator Loss: 1.0830... Generator Loss: 0.5221 Epoch 0/5... Discriminator Loss: 0.3240... Generator Loss: 2.1808
Epoch 0/5... Discriminator Loss: 0.3969... Generator Loss: 1.8689 Epoch 0/5... Discriminator Loss: 0.4111... Generator Loss: 1.8683 Epoch 0/5... Discriminator Loss: 0.2772... Generator Loss: 3.9101 Epoch 0/5... Discriminator Loss: 0.2767... Generator Loss: 2.6979 Epoch 0/5... Discriminator Loss: 0.1354... Generator Loss: 2.7041 Epoch 0/5... Discriminator Loss: 0.3557... Generator Loss: 1.9391 Epoch 0/5... Discriminator Loss: 0.1348... Generator Loss: 2.9576 Epoch 0/5... Discriminator Loss: 0.1856... Generator Loss: 2.7871 Epoch 0/5... Discriminator Loss: 0.2727... Generator Loss: 2.4025 Epoch 0/5... Discriminator Loss: 0.1263... Generator Loss: 2.8423
Epoch 0/5... Discriminator Loss: 0.1853... Generator Loss: 2.3881 Epoch 0/5... Discriminator Loss: 0.1142... Generator Loss: 3.1376 Epoch 0/5... Discriminator Loss: 0.1299... Generator Loss: 2.9582 Epoch 0/5... Discriminator Loss: 0.1156... Generator Loss: 3.0997 Epoch 0/5... Discriminator Loss: 0.1214... Generator Loss: 3.0090 Epoch 0/5... Discriminator Loss: 0.1162... Generator Loss: 3.2797 Epoch 0/5... Discriminator Loss: 0.2371... Generator Loss: 2.2430 Epoch 0/5... Discriminator Loss: 0.1595... Generator Loss: 3.0597 Epoch 0/5... Discriminator Loss: 0.0991... Generator Loss: 3.4237 Epoch 0/5... Discriminator Loss: 0.0954... Generator Loss: 3.0576
Epoch 0/5... Discriminator Loss: 0.1064... Generator Loss: 2.9826 Epoch 0/5... Discriminator Loss: 0.1192... Generator Loss: 4.1447 Epoch 0/5... Discriminator Loss: 0.1214... Generator Loss: 2.7600 Epoch 0/5... Discriminator Loss: 0.2338... Generator Loss: 1.9646 Epoch 0/5... Discriminator Loss: 0.1860... Generator Loss: 2.2374 Epoch 0/5... Discriminator Loss: 0.2041... Generator Loss: 3.0807 Epoch 0/5... Discriminator Loss: 0.1031... Generator Loss: 3.7326 Epoch 0/5... Discriminator Loss: 0.1144... Generator Loss: 3.4287 Epoch 0/5... Discriminator Loss: 0.5077... Generator Loss: 6.1645 Epoch 0/5... Discriminator Loss: 0.3248... Generator Loss: 1.6820
Epoch 0/5... Discriminator Loss: 0.2273... Generator Loss: 2.2550 Epoch 0/5... Discriminator Loss: 0.1808... Generator Loss: 2.9944 Epoch 0/5... Discriminator Loss: 0.1755... Generator Loss: 2.7574 Epoch 0/5... Discriminator Loss: 0.3204... Generator Loss: 1.7417 Epoch 0/5... Discriminator Loss: 0.1036... Generator Loss: 3.2904 Epoch 0/5... Discriminator Loss: 0.1753... Generator Loss: 2.8376 Epoch 0/5... Discriminator Loss: 0.1025... Generator Loss: 3.7442 Epoch 0/5... Discriminator Loss: 0.2389... Generator Loss: 3.4421 Epoch 0/5... Discriminator Loss: 0.1292... Generator Loss: 2.9033 Epoch 0/5... Discriminator Loss: 0.1762... Generator Loss: 3.1299
Epoch 0/5... Discriminator Loss: 0.0684... Generator Loss: 3.6672 Epoch 0/5... Discriminator Loss: 0.1709... Generator Loss: 3.0624 Epoch 0/5... Discriminator Loss: 0.1962... Generator Loss: 2.7465 Epoch 0/5... Discriminator Loss: 0.8699... Generator Loss: 6.0987 Epoch 0/5... Discriminator Loss: 0.0947... Generator Loss: 3.4393 Epoch 0/5... Discriminator Loss: 0.3279... Generator Loss: 1.7767 Epoch 0/5... Discriminator Loss: 0.3502... Generator Loss: 1.8709 Epoch 0/5... Discriminator Loss: 0.3752... Generator Loss: 1.5232 Epoch 0/5... Discriminator Loss: 0.9975... Generator Loss: 6.5827 Epoch 0/5... Discriminator Loss: 0.4589... Generator Loss: 1.4296
Epoch 0/5... Discriminator Loss: 0.2985... Generator Loss: 3.0909 Epoch 0/5... Discriminator Loss: 0.3076... Generator Loss: 2.3576 Epoch 0/5... Discriminator Loss: 0.5978... Generator Loss: 4.1385 Epoch 0/5... Discriminator Loss: 0.2797... Generator Loss: 2.1418 Epoch 0/5... Discriminator Loss: 0.3843... Generator Loss: 1.6898 Epoch 0/5... Discriminator Loss: 0.1778... Generator Loss: 2.5731 Epoch 0/5... Discriminator Loss: 0.2627... Generator Loss: 2.6141 Epoch 0/5... Discriminator Loss: 0.2386... Generator Loss: 2.8340 Epoch 0/5... Discriminator Loss: 0.2239... Generator Loss: 3.5406 Epoch 0/5... Discriminator Loss: 0.0998... Generator Loss: 3.1257
Epoch 0/5... Discriminator Loss: 0.4699... Generator Loss: 1.6747 Epoch 0/5... Discriminator Loss: 0.3557... Generator Loss: 2.5881 Epoch 0/5... Discriminator Loss: 0.2571... Generator Loss: 2.9606 Epoch 0/5... Discriminator Loss: 0.2557... Generator Loss: 3.5478 Epoch 0/5... Discriminator Loss: 0.3669... Generator Loss: 2.0864 Epoch 0/5... Discriminator Loss: 0.5413... Generator Loss: 1.3019 Epoch 0/5... Discriminator Loss: 0.3906... Generator Loss: 1.8421 Epoch 0/5... Discriminator Loss: 0.3545... Generator Loss: 3.0980 Epoch 0/5... Discriminator Loss: 0.2849... Generator Loss: 2.6190 Epoch 0/5... Discriminator Loss: 0.3744... Generator Loss: 2.0621
Epoch 0/5... Discriminator Loss: 0.4129... Generator Loss: 2.2154 Epoch 0/5... Discriminator Loss: 0.4230... Generator Loss: 1.5937 Epoch 0/5... Discriminator Loss: 0.3754... Generator Loss: 2.6509 Epoch 0/5... Discriminator Loss: 0.4711... Generator Loss: 3.4478 Epoch 0/5... Discriminator Loss: 0.4794... Generator Loss: 1.5175 Epoch 0/5... Discriminator Loss: 0.7110... Generator Loss: 1.0057 Epoch 0/5... Discriminator Loss: 0.3941... Generator Loss: 2.1796 Epoch 0/5... Discriminator Loss: 0.3522... Generator Loss: 2.7522 Epoch 0/5... Discriminator Loss: 0.4204... Generator Loss: 2.0111 Epoch 0/5... Discriminator Loss: 0.4659... Generator Loss: 1.9522
Epoch 0/5... Discriminator Loss: 0.2768... Generator Loss: 2.2447 Epoch 0/5... Discriminator Loss: 0.4177... Generator Loss: 2.4093 Epoch 0/5... Discriminator Loss: 0.4954... Generator Loss: 1.8363 Epoch 0/5... Discriminator Loss: 0.5991... Generator Loss: 1.1311 Epoch 0/5... Discriminator Loss: 0.2844... Generator Loss: 2.7491 Epoch 0/5... Discriminator Loss: 0.6227... Generator Loss: 1.7591 Epoch 0/5... Discriminator Loss: 0.3755... Generator Loss: 2.5221 Epoch 0/5... Discriminator Loss: 0.7908... Generator Loss: 0.9832 Epoch 0/5... Discriminator Loss: 0.3998... Generator Loss: 1.8420 Epoch 0/5... Discriminator Loss: 0.6887... Generator Loss: 1.3163
Epoch 0/5... Discriminator Loss: 0.7509... Generator Loss: 1.1207 Epoch 0/5... Discriminator Loss: 0.5489... Generator Loss: 3.0284 Epoch 0/5... Discriminator Loss: 0.6239... Generator Loss: 1.7411 Epoch 0/5... Discriminator Loss: 0.5409... Generator Loss: 1.2817 Epoch 0/5... Discriminator Loss: 0.4965... Generator Loss: 1.6613 Epoch 0/5... Discriminator Loss: 0.3832... Generator Loss: 2.4399 Epoch 0/5... Discriminator Loss: 0.5116... Generator Loss: 1.5077 Epoch 0/5... Discriminator Loss: 1.3708... Generator Loss: 0.3597 Epoch 0/5... Discriminator Loss: 0.5545... Generator Loss: 1.3680 Epoch 0/5... Discriminator Loss: 0.5015... Generator Loss: 1.3793
Epoch 0/5... Discriminator Loss: 0.5004... Generator Loss: 1.5737 Epoch 0/5... Discriminator Loss: 0.8077... Generator Loss: 0.8255 Epoch 0/5... Discriminator Loss: 0.7063... Generator Loss: 1.0362 Epoch 0/5... Discriminator Loss: 0.4492... Generator Loss: 1.8329 Epoch 0/5... Discriminator Loss: 0.5763... Generator Loss: 1.1637 Epoch 0/5... Discriminator Loss: 0.8081... Generator Loss: 0.9498 Epoch 0/5... Discriminator Loss: 0.4954... Generator Loss: 1.5602 Epoch 0/5... Discriminator Loss: 0.4718... Generator Loss: 1.9679 Epoch 0/5... Discriminator Loss: 0.8374... Generator Loss: 0.7419 Epoch 0/5... Discriminator Loss: 0.5735... Generator Loss: 2.3992
Epoch 0/5... Discriminator Loss: 0.4681... Generator Loss: 1.4517 Epoch 0/5... Discriminator Loss: 0.5296... Generator Loss: 1.5091 Epoch 0/5... Discriminator Loss: 1.0605... Generator Loss: 3.5978 Epoch 0/5... Discriminator Loss: 1.0652... Generator Loss: 0.6069 Epoch 0/5... Discriminator Loss: 0.8905... Generator Loss: 0.8115 Epoch 0/5... Discriminator Loss: 0.5660... Generator Loss: 2.2209 Epoch 0/5... Discriminator Loss: 0.5793... Generator Loss: 1.3623 Epoch 0/5... Discriminator Loss: 0.4550... Generator Loss: 1.6366 Epoch 0/5... Discriminator Loss: 0.4795... Generator Loss: 1.8924 Epoch 0/5... Discriminator Loss: 0.5556... Generator Loss: 2.4881
Epoch 0/5... Discriminator Loss: 1.0058... Generator Loss: 3.1143 Epoch 0/5... Discriminator Loss: 0.7813... Generator Loss: 0.8433 Epoch 0/5... Discriminator Loss: 0.6163... Generator Loss: 1.8613 Epoch 0/5... Discriminator Loss: 0.6021... Generator Loss: 1.2099 Epoch 0/5... Discriminator Loss: 0.4905... Generator Loss: 2.1593 Epoch 0/5... Discriminator Loss: 0.5439... Generator Loss: 1.5096 Epoch 0/5... Discriminator Loss: 0.6315... Generator Loss: 1.0291 Epoch 0/5... Discriminator Loss: 0.4685... Generator Loss: 1.8844 Epoch 0/5... Discriminator Loss: 0.8698... Generator Loss: 0.8525 Epoch 0/5... Discriminator Loss: 1.1243... Generator Loss: 0.5277
Epoch 0/5... Discriminator Loss: 0.5101... Generator Loss: 1.9115 Epoch 0/5... Discriminator Loss: 0.6371... Generator Loss: 1.5129 Epoch 0/5... Discriminator Loss: 0.7989... Generator Loss: 0.9118 Epoch 0/5... Discriminator Loss: 0.6305... Generator Loss: 1.8959 Epoch 0/5... Discriminator Loss: 0.6547... Generator Loss: 2.0534 Epoch 0/5... Discriminator Loss: 0.4894... Generator Loss: 1.8965 Epoch 0/5... Discriminator Loss: 0.6199... Generator Loss: 1.1336 Epoch 0/5... Discriminator Loss: 0.6571... Generator Loss: 2.4854 Epoch 0/5... Discriminator Loss: 0.5477... Generator Loss: 2.1499 Epoch 0/5... Discriminator Loss: 0.6151... Generator Loss: 1.9102
Epoch 0/5... Discriminator Loss: 1.0678... Generator Loss: 3.0326 Epoch 0/5... Discriminator Loss: 0.4435... Generator Loss: 1.7387 Epoch 0/5... Discriminator Loss: 0.5024... Generator Loss: 1.6054 Epoch 0/5... Discriminator Loss: 0.6328... Generator Loss: 2.4403 Epoch 0/5... Discriminator Loss: 0.5756... Generator Loss: 1.1714 Epoch 0/5... Discriminator Loss: 0.8270... Generator Loss: 3.2214 Epoch 0/5... Discriminator Loss: 0.6345... Generator Loss: 1.8104 Epoch 0/5... Discriminator Loss: 0.5140... Generator Loss: 1.8092 Epoch 0/5... Discriminator Loss: 0.4807... Generator Loss: 1.5171 Epoch 0/5... Discriminator Loss: 0.6501... Generator Loss: 1.4700
Epoch 0/5... Discriminator Loss: 0.5439... Generator Loss: 1.7169 Epoch 0/5... Discriminator Loss: 0.3319... Generator Loss: 1.9582 Epoch 0/5... Discriminator Loss: 0.5919... Generator Loss: 1.1896 Epoch 0/5... Discriminator Loss: 0.9248... Generator Loss: 0.6543 Epoch 0/5... Discriminator Loss: 0.6298... Generator Loss: 2.4072 Epoch 0/5... Discriminator Loss: 0.5613... Generator Loss: 2.5701 Epoch 0/5... Discriminator Loss: 0.8546... Generator Loss: 2.5799 Epoch 0/5... Discriminator Loss: 0.5158... Generator Loss: 2.1722 Epoch 0/5... Discriminator Loss: 0.9163... Generator Loss: 0.8043 Epoch 0/5... Discriminator Loss: 0.4182... Generator Loss: 1.5439
Epoch 0/5... Discriminator Loss: 0.6816... Generator Loss: 0.9983 Epoch 0/5... Discriminator Loss: 0.6767... Generator Loss: 1.0091 Epoch 0/5... Discriminator Loss: 0.5965... Generator Loss: 1.3139 Epoch 0/5... Discriminator Loss: 0.4735... Generator Loss: 2.2104 Epoch 0/5... Discriminator Loss: 1.1272... Generator Loss: 0.5400 Epoch 0/5... Discriminator Loss: 0.9260... Generator Loss: 0.6698 Epoch 0/5... Discriminator Loss: 0.5249... Generator Loss: 1.9612 Epoch 0/5... Discriminator Loss: 0.6054... Generator Loss: 1.0904 Epoch 0/5... Discriminator Loss: 0.6173... Generator Loss: 1.5760 Epoch 0/5... Discriminator Loss: 1.1587... Generator Loss: 0.5473
Epoch 0/5... Discriminator Loss: 0.6581... Generator Loss: 1.1007 Epoch 0/5... Discriminator Loss: 0.4445... Generator Loss: 2.0334 Epoch 0/5... Discriminator Loss: 0.6303... Generator Loss: 2.1607 Epoch 0/5... Discriminator Loss: 0.9322... Generator Loss: 0.6844 Epoch 0/5... Discriminator Loss: 0.6888... Generator Loss: 1.2759 Epoch 0/5... Discriminator Loss: 0.4871... Generator Loss: 2.2143 Epoch 0/5... Discriminator Loss: 0.6223... Generator Loss: 2.2858 Epoch 0/5... Discriminator Loss: 0.8010... Generator Loss: 2.1925 Epoch 1/5... Discriminator Loss: 0.5360... Generator Loss: 1.6286 Epoch 1/5... Discriminator Loss: 0.5353... Generator Loss: 1.4486
Epoch 1/5... Discriminator Loss: 0.4721... Generator Loss: 1.6238 Epoch 1/5... Discriminator Loss: 0.4385... Generator Loss: 1.5544 Epoch 1/5... Discriminator Loss: 0.5860... Generator Loss: 1.1081 Epoch 1/5... Discriminator Loss: 0.6629... Generator Loss: 0.9797 Epoch 1/5... Discriminator Loss: 0.8427... Generator Loss: 0.7575 Epoch 1/5... Discriminator Loss: 0.5203... Generator Loss: 1.4087 Epoch 1/5... Discriminator Loss: 0.5254... Generator Loss: 1.8979 Epoch 1/5... Discriminator Loss: 0.6786... Generator Loss: 1.5355 Epoch 1/5... Discriminator Loss: 1.2308... Generator Loss: 3.6032 Epoch 1/5... Discriminator Loss: 0.7051... Generator Loss: 1.2504
Epoch 1/5... Discriminator Loss: 0.7421... Generator Loss: 0.9679 Epoch 1/5... Discriminator Loss: 0.6861... Generator Loss: 0.9883 Epoch 1/5... Discriminator Loss: 0.4170... Generator Loss: 1.9083 Epoch 1/5... Discriminator Loss: 0.4731... Generator Loss: 1.4580 Epoch 1/5... Discriminator Loss: 0.8207... Generator Loss: 0.9166 Epoch 1/5... Discriminator Loss: 0.7379... Generator Loss: 1.6650 Epoch 1/5... Discriminator Loss: 0.6116... Generator Loss: 1.1125 Epoch 1/5... Discriminator Loss: 0.5890... Generator Loss: 1.8933 Epoch 1/5... Discriminator Loss: 0.6053... Generator Loss: 1.0786 Epoch 1/5... Discriminator Loss: 0.6584... Generator Loss: 1.1096
Epoch 1/5... Discriminator Loss: 0.9456... Generator Loss: 0.6845 Epoch 1/5... Discriminator Loss: 0.3619... Generator Loss: 1.8621 Epoch 1/5... Discriminator Loss: 0.5199... Generator Loss: 2.1013 Epoch 1/5... Discriminator Loss: 0.5790... Generator Loss: 1.2674 Epoch 1/5... Discriminator Loss: 0.6627... Generator Loss: 1.3445 Epoch 1/5... Discriminator Loss: 0.6446... Generator Loss: 0.9598 Epoch 1/5... Discriminator Loss: 0.8043... Generator Loss: 0.8377 Epoch 1/5... Discriminator Loss: 0.6287... Generator Loss: 1.1810 Epoch 1/5... Discriminator Loss: 0.4853... Generator Loss: 1.9632 Epoch 1/5... Discriminator Loss: 0.6856... Generator Loss: 0.9889
Epoch 1/5... Discriminator Loss: 0.4919... Generator Loss: 1.5670 Epoch 1/5... Discriminator Loss: 1.0779... Generator Loss: 0.6352 Epoch 1/5... Discriminator Loss: 0.3669... Generator Loss: 1.8819 Epoch 1/5... Discriminator Loss: 0.6330... Generator Loss: 2.6527 Epoch 1/5... Discriminator Loss: 0.6786... Generator Loss: 0.9263 Epoch 1/5... Discriminator Loss: 0.5205... Generator Loss: 1.3438 Epoch 1/5... Discriminator Loss: 0.5793... Generator Loss: 2.4082 Epoch 1/5... Discriminator Loss: 0.4329... Generator Loss: 1.8728 Epoch 1/5... Discriminator Loss: 0.5298... Generator Loss: 1.1604 Epoch 1/5... Discriminator Loss: 0.5427... Generator Loss: 1.2040
Epoch 1/5... Discriminator Loss: 0.3789... Generator Loss: 1.9014 Epoch 1/5... Discriminator Loss: 0.6791... Generator Loss: 0.9511 Epoch 1/5... Discriminator Loss: 0.4122... Generator Loss: 1.9879 Epoch 1/5... Discriminator Loss: 0.4765... Generator Loss: 1.4772 Epoch 1/5... Discriminator Loss: 0.5322... Generator Loss: 1.7102 Epoch 1/5... Discriminator Loss: 0.3835... Generator Loss: 1.5185 Epoch 1/5... Discriminator Loss: 0.4140... Generator Loss: 1.7659 Epoch 1/5... Discriminator Loss: 0.3544... Generator Loss: 2.3039 Epoch 1/5... Discriminator Loss: 0.9838... Generator Loss: 0.6677 Epoch 1/5... Discriminator Loss: 0.8360... Generator Loss: 1.4752
Epoch 1/5... Discriminator Loss: 0.4670... Generator Loss: 1.3556 Epoch 1/5... Discriminator Loss: 0.6249... Generator Loss: 1.1697 Epoch 1/5... Discriminator Loss: 0.6516... Generator Loss: 1.1106 Epoch 1/5... Discriminator Loss: 0.4072... Generator Loss: 1.5928 Epoch 1/5... Discriminator Loss: 0.8097... Generator Loss: 0.7975 Epoch 1/5... Discriminator Loss: 2.9464... Generator Loss: 0.1761 Epoch 1/5... Discriminator Loss: 1.3400... Generator Loss: 0.4825 Epoch 1/5... Discriminator Loss: 0.5958... Generator Loss: 1.3689 Epoch 1/5... Discriminator Loss: 0.5521... Generator Loss: 1.1693 Epoch 1/5... Discriminator Loss: 0.8911... Generator Loss: 0.7064
Epoch 1/5... Discriminator Loss: 0.4432... Generator Loss: 1.4112 Epoch 1/5... Discriminator Loss: 0.4375... Generator Loss: 1.4748 Epoch 1/5... Discriminator Loss: 0.6222... Generator Loss: 0.9672 Epoch 1/5... Discriminator Loss: 0.6475... Generator Loss: 0.9844 Epoch 1/5... Discriminator Loss: 0.3997... Generator Loss: 1.4794 Epoch 1/5... Discriminator Loss: 0.6364... Generator Loss: 1.1017 Epoch 1/5... Discriminator Loss: 0.5129... Generator Loss: 2.5311 Epoch 1/5... Discriminator Loss: 0.6715... Generator Loss: 0.9073 Epoch 1/5... Discriminator Loss: 0.4689... Generator Loss: 1.2683 Epoch 1/5... Discriminator Loss: 0.8643... Generator Loss: 0.7776
Epoch 1/5... Discriminator Loss: 0.5230... Generator Loss: 1.2344 Epoch 1/5... Discriminator Loss: 1.1506... Generator Loss: 0.5400 Epoch 1/5... Discriminator Loss: 0.7703... Generator Loss: 4.4182 Epoch 1/5... Discriminator Loss: 0.5640... Generator Loss: 1.4366 Epoch 1/5... Discriminator Loss: 0.3346... Generator Loss: 1.9656 Epoch 1/5... Discriminator Loss: 0.5207... Generator Loss: 1.2353 Epoch 1/5... Discriminator Loss: 0.4226... Generator Loss: 1.8461 Epoch 1/5... Discriminator Loss: 0.4209... Generator Loss: 1.5311 Epoch 1/5... Discriminator Loss: 0.4804... Generator Loss: 1.8367 Epoch 1/5... Discriminator Loss: 0.6520... Generator Loss: 1.0355
Epoch 1/5... Discriminator Loss: 0.3762... Generator Loss: 1.5900 Epoch 1/5... Discriminator Loss: 0.9520... Generator Loss: 0.6417 Epoch 1/5... Discriminator Loss: 0.4580... Generator Loss: 1.2482 Epoch 1/5... Discriminator Loss: 0.4164... Generator Loss: 1.4405 Epoch 1/5... Discriminator Loss: 0.4827... Generator Loss: 1.3895 Epoch 1/5... Discriminator Loss: 0.3180... Generator Loss: 1.7721 Epoch 1/5... Discriminator Loss: 1.0367... Generator Loss: 0.6222 Epoch 1/5... Discriminator Loss: 4.5271... Generator Loss: 7.8452 Epoch 1/5... Discriminator Loss: 0.4703... Generator Loss: 1.4404 Epoch 1/5... Discriminator Loss: 0.4127... Generator Loss: 1.8446
Epoch 1/5... Discriminator Loss: 0.5710... Generator Loss: 1.1586 Epoch 1/5... Discriminator Loss: 0.4167... Generator Loss: 1.4916 Epoch 1/5... Discriminator Loss: 0.3766... Generator Loss: 1.6509 Epoch 1/5... Discriminator Loss: 0.3315... Generator Loss: 1.8628 Epoch 1/5... Discriminator Loss: 0.6282... Generator Loss: 0.9660 Epoch 1/5... Discriminator Loss: 1.0526... Generator Loss: 0.7015 Epoch 1/5... Discriminator Loss: 0.3837... Generator Loss: 1.7409 Epoch 1/5... Discriminator Loss: 0.9480... Generator Loss: 0.6428 Epoch 1/5... Discriminator Loss: 1.1578... Generator Loss: 0.5595 Epoch 1/5... Discriminator Loss: 0.6701... Generator Loss: 1.0465
Epoch 1/5... Discriminator Loss: 0.5143... Generator Loss: 1.4854 Epoch 1/5... Discriminator Loss: 0.5701... Generator Loss: 1.1173 Epoch 1/5... Discriminator Loss: 0.5712... Generator Loss: 1.1806 Epoch 1/5... Discriminator Loss: 0.6120... Generator Loss: 1.0919 Epoch 1/5... Discriminator Loss: 0.6174... Generator Loss: 1.1016 Epoch 1/5... Discriminator Loss: 0.4267... Generator Loss: 1.5369 Epoch 1/5... Discriminator Loss: 0.5331... Generator Loss: 1.3336 Epoch 1/5... Discriminator Loss: 0.5071... Generator Loss: 1.3990 Epoch 1/5... Discriminator Loss: 0.7705... Generator Loss: 0.7898 Epoch 1/5... Discriminator Loss: 0.3534... Generator Loss: 1.9766
Epoch 1/5... Discriminator Loss: 0.6836... Generator Loss: 1.0657 Epoch 1/5... Discriminator Loss: 0.4041... Generator Loss: 1.5593 Epoch 1/5... Discriminator Loss: 0.5683... Generator Loss: 1.2874 Epoch 1/5... Discriminator Loss: 0.3209... Generator Loss: 2.1249 Epoch 1/5... Discriminator Loss: 0.5348... Generator Loss: 2.7917 Epoch 1/5... Discriminator Loss: 1.5636... Generator Loss: 0.4490 Epoch 1/5... Discriminator Loss: 0.3861... Generator Loss: 2.2816 Epoch 1/5... Discriminator Loss: 0.4079... Generator Loss: 1.6457 Epoch 1/5... Discriminator Loss: 0.7465... Generator Loss: 0.9807 Epoch 1/5... Discriminator Loss: 0.5887... Generator Loss: 1.2408
Epoch 1/5... Discriminator Loss: 0.6028... Generator Loss: 1.1560 Epoch 1/5... Discriminator Loss: 0.6774... Generator Loss: 1.0687 Epoch 1/5... Discriminator Loss: 0.9121... Generator Loss: 0.7495 Epoch 1/5... Discriminator Loss: 0.5210... Generator Loss: 1.3142 Epoch 1/5... Discriminator Loss: 0.4105... Generator Loss: 1.5947 Epoch 1/5... Discriminator Loss: 0.4148... Generator Loss: 1.5023 Epoch 1/5... Discriminator Loss: 0.4635... Generator Loss: 1.3808 Epoch 1/5... Discriminator Loss: 0.6622... Generator Loss: 1.1210 Epoch 1/5... Discriminator Loss: 1.6812... Generator Loss: 0.3036 Epoch 1/5... Discriminator Loss: 0.4149... Generator Loss: 1.4811
Epoch 1/5... Discriminator Loss: 0.5402... Generator Loss: 1.4541 Epoch 1/5... Discriminator Loss: 0.3749... Generator Loss: 1.7182 Epoch 1/5... Discriminator Loss: 0.3802... Generator Loss: 1.5574 Epoch 1/5... Discriminator Loss: 0.5213... Generator Loss: 1.5603 Epoch 1/5... Discriminator Loss: 0.7504... Generator Loss: 0.9470 Epoch 1/5... Discriminator Loss: 0.5461... Generator Loss: 1.1296 Epoch 1/5... Discriminator Loss: 0.6807... Generator Loss: 1.0238 Epoch 1/5... Discriminator Loss: 0.5004... Generator Loss: 1.4040 Epoch 1/5... Discriminator Loss: 0.3974... Generator Loss: 1.5004 Epoch 1/5... Discriminator Loss: 0.9320... Generator Loss: 0.6764
Epoch 1/5... Discriminator Loss: 0.7250... Generator Loss: 1.9053 Epoch 1/5... Discriminator Loss: 0.7689... Generator Loss: 0.8425 Epoch 1/5... Discriminator Loss: 0.5062... Generator Loss: 1.2805 Epoch 1/5... Discriminator Loss: 0.6033... Generator Loss: 1.1711 Epoch 1/5... Discriminator Loss: 0.4244... Generator Loss: 1.5319 Epoch 1/5... Discriminator Loss: 0.3839... Generator Loss: 1.6474 Epoch 1/5... Discriminator Loss: 0.8601... Generator Loss: 0.7812 Epoch 1/5... Discriminator Loss: 1.1383... Generator Loss: 0.5240 Epoch 1/5... Discriminator Loss: 0.4819... Generator Loss: 1.3207 Epoch 1/5... Discriminator Loss: 1.5049... Generator Loss: 0.3384
Epoch 1/5... Discriminator Loss: 0.5512... Generator Loss: 3.0501 Epoch 1/5... Discriminator Loss: 1.2758... Generator Loss: 0.4205 Epoch 1/5... Discriminator Loss: 0.2862... Generator Loss: 2.4575 Epoch 1/5... Discriminator Loss: 0.3740... Generator Loss: 1.7117 Epoch 1/5... Discriminator Loss: 0.3044... Generator Loss: 1.7322 Epoch 1/5... Discriminator Loss: 0.5613... Generator Loss: 1.6649 Epoch 1/5... Discriminator Loss: 0.6846... Generator Loss: 0.9803 Epoch 1/5... Discriminator Loss: 0.4121... Generator Loss: 1.5938 Epoch 1/5... Discriminator Loss: 0.8553... Generator Loss: 0.7217 Epoch 1/5... Discriminator Loss: 0.4675... Generator Loss: 1.5543
Epoch 1/5... Discriminator Loss: 0.2811... Generator Loss: 1.8950 Epoch 1/5... Discriminator Loss: 0.4943... Generator Loss: 1.5986 Epoch 1/5... Discriminator Loss: 0.7331... Generator Loss: 2.7856 Epoch 1/5... Discriminator Loss: 0.4497... Generator Loss: 2.0314 Epoch 1/5... Discriminator Loss: 0.6194... Generator Loss: 1.2848 Epoch 1/5... Discriminator Loss: 0.8238... Generator Loss: 0.9075 Epoch 1/5... Discriminator Loss: 0.8242... Generator Loss: 0.7133 Epoch 1/5... Discriminator Loss: 0.3034... Generator Loss: 1.7406 Epoch 1/5... Discriminator Loss: 0.5692... Generator Loss: 1.1596 Epoch 1/5... Discriminator Loss: 1.2841... Generator Loss: 0.4331
Epoch 1/5... Discriminator Loss: 0.5015... Generator Loss: 1.6299 Epoch 1/5... Discriminator Loss: 1.5488... Generator Loss: 0.3342 Epoch 1/5... Discriminator Loss: 0.5330... Generator Loss: 1.2397 Epoch 1/5... Discriminator Loss: 0.5544... Generator Loss: 1.1766 Epoch 1/5... Discriminator Loss: 0.7641... Generator Loss: 0.8318 Epoch 1/5... Discriminator Loss: 0.3915... Generator Loss: 1.8956 Epoch 1/5... Discriminator Loss: 0.3369... Generator Loss: 2.6752 Epoch 1/5... Discriminator Loss: 0.4949... Generator Loss: 1.2872 Epoch 1/5... Discriminator Loss: 0.4929... Generator Loss: 1.4833 Epoch 1/5... Discriminator Loss: 0.7020... Generator Loss: 0.9619
Epoch 1/5... Discriminator Loss: 0.9318... Generator Loss: 0.7124 Epoch 1/5... Discriminator Loss: 0.4920... Generator Loss: 1.3384 Epoch 1/5... Discriminator Loss: 1.1799... Generator Loss: 0.5150 Epoch 1/5... Discriminator Loss: 0.7777... Generator Loss: 0.7827 Epoch 1/5... Discriminator Loss: 0.5276... Generator Loss: 1.2706 Epoch 1/5... Discriminator Loss: 0.5883... Generator Loss: 1.1160 Epoch 2/5... Discriminator Loss: 0.7766... Generator Loss: 1.0682 Epoch 2/5... Discriminator Loss: 0.4963... Generator Loss: 1.4042 Epoch 2/5... Discriminator Loss: 0.7826... Generator Loss: 0.8109 Epoch 2/5... Discriminator Loss: 0.4084... Generator Loss: 1.6002
Epoch 2/5... Discriminator Loss: 0.6029... Generator Loss: 3.1211 Epoch 2/5... Discriminator Loss: 1.1623... Generator Loss: 0.5012 Epoch 2/5... Discriminator Loss: 0.3531... Generator Loss: 1.7447 Epoch 2/5... Discriminator Loss: 0.4537... Generator Loss: 1.3373 Epoch 2/5... Discriminator Loss: 0.4631... Generator Loss: 1.3881 Epoch 2/5... Discriminator Loss: 0.4656... Generator Loss: 1.4636 Epoch 2/5... Discriminator Loss: 1.2940... Generator Loss: 2.8339 Epoch 2/5... Discriminator Loss: 0.7744... Generator Loss: 0.8803 Epoch 2/5... Discriminator Loss: 0.6068... Generator Loss: 1.0218 Epoch 2/5... Discriminator Loss: 0.2741... Generator Loss: 1.8389
Epoch 2/5... Discriminator Loss: 0.7548... Generator Loss: 0.9295 Epoch 2/5... Discriminator Loss: 0.3347... Generator Loss: 1.8603 Epoch 2/5... Discriminator Loss: 0.4119... Generator Loss: 2.2115 Epoch 2/5... Discriminator Loss: 0.5107... Generator Loss: 1.2803 Epoch 2/5... Discriminator Loss: 0.5334... Generator Loss: 1.4045 Epoch 2/5... Discriminator Loss: 1.0594... Generator Loss: 0.5784 Epoch 2/5... Discriminator Loss: 1.8747... Generator Loss: 0.2368 Epoch 2/5... Discriminator Loss: 0.4036... Generator Loss: 1.6527 Epoch 2/5... Discriminator Loss: 0.4544... Generator Loss: 1.5819 Epoch 2/5... Discriminator Loss: 0.5018... Generator Loss: 1.2489
Epoch 2/5... Discriminator Loss: 0.3169... Generator Loss: 2.2457 Epoch 2/5... Discriminator Loss: 1.0992... Generator Loss: 0.5557 Epoch 2/5... Discriminator Loss: 0.3824... Generator Loss: 1.8222 Epoch 2/5... Discriminator Loss: 0.5599... Generator Loss: 1.1752 Epoch 2/5... Discriminator Loss: 0.4682... Generator Loss: 2.9913 Epoch 2/5... Discriminator Loss: 0.3641... Generator Loss: 2.3206 Epoch 2/5... Discriminator Loss: 0.4391... Generator Loss: 1.3005 Epoch 2/5... Discriminator Loss: 0.4916... Generator Loss: 1.3336 Epoch 2/5... Discriminator Loss: 0.4114... Generator Loss: 1.5043 Epoch 2/5... Discriminator Loss: 0.3402... Generator Loss: 1.9148
Epoch 2/5... Discriminator Loss: 0.4346... Generator Loss: 1.3310 Epoch 2/5... Discriminator Loss: 0.4104... Generator Loss: 3.0678 Epoch 2/5... Discriminator Loss: 0.9795... Generator Loss: 0.7722 Epoch 2/5... Discriminator Loss: 0.5501... Generator Loss: 1.2231 Epoch 2/5... Discriminator Loss: 0.5261... Generator Loss: 1.3104 Epoch 2/5... Discriminator Loss: 1.1115... Generator Loss: 0.6409 Epoch 2/5... Discriminator Loss: 0.1833... Generator Loss: 2.5864 Epoch 2/5... Discriminator Loss: 0.3824... Generator Loss: 1.4920 Epoch 2/5... Discriminator Loss: 1.9168... Generator Loss: 0.3289 Epoch 2/5... Discriminator Loss: 0.9350... Generator Loss: 0.7730
Epoch 2/5... Discriminator Loss: 0.4699... Generator Loss: 1.3471 Epoch 2/5... Discriminator Loss: 0.3493... Generator Loss: 1.8681 Epoch 2/5... Discriminator Loss: 0.4437... Generator Loss: 2.0568 Epoch 2/5... Discriminator Loss: 1.5563... Generator Loss: 0.3438 Epoch 2/5... Discriminator Loss: 0.5336... Generator Loss: 1.3281 Epoch 2/5... Discriminator Loss: 0.1954... Generator Loss: 3.0736 Epoch 2/5... Discriminator Loss: 0.3362... Generator Loss: 1.6191 Epoch 2/5... Discriminator Loss: 0.5032... Generator Loss: 1.1759 Epoch 2/5... Discriminator Loss: 0.5885... Generator Loss: 3.0825 Epoch 2/5... Discriminator Loss: 0.5950... Generator Loss: 1.1812
Epoch 2/5... Discriminator Loss: 0.4419... Generator Loss: 1.4103 Epoch 2/5... Discriminator Loss: 0.5678... Generator Loss: 1.0957 Epoch 2/5... Discriminator Loss: 0.4042... Generator Loss: 1.4590 Epoch 2/5... Discriminator Loss: 0.3707... Generator Loss: 1.5662 Epoch 2/5... Discriminator Loss: 0.3848... Generator Loss: 1.4378 Epoch 2/5... Discriminator Loss: 0.5052... Generator Loss: 1.5751 Epoch 2/5... Discriminator Loss: 0.3540... Generator Loss: 1.7428 Epoch 2/5... Discriminator Loss: 0.5838... Generator Loss: 1.1499 Epoch 2/5... Discriminator Loss: 1.2741... Generator Loss: 5.7013 Epoch 2/5... Discriminator Loss: 0.4751... Generator Loss: 1.4097
Epoch 2/5... Discriminator Loss: 0.4372... Generator Loss: 1.6374 Epoch 2/5... Discriminator Loss: 0.6930... Generator Loss: 0.9111 Epoch 2/5... Discriminator Loss: 0.4835... Generator Loss: 1.3306 Epoch 2/5... Discriminator Loss: 0.5727... Generator Loss: 0.9977 Epoch 2/5... Discriminator Loss: 0.2576... Generator Loss: 1.9298 Epoch 2/5... Discriminator Loss: 0.4646... Generator Loss: 1.2950 Epoch 2/5... Discriminator Loss: 0.4061... Generator Loss: 1.4693 Epoch 2/5... Discriminator Loss: 0.4708... Generator Loss: 1.3519 Epoch 2/5... Discriminator Loss: 0.2506... Generator Loss: 2.1080 Epoch 2/5... Discriminator Loss: 0.6589... Generator Loss: 1.2504
Epoch 2/5... Discriminator Loss: 1.5971... Generator Loss: 0.3764 Epoch 2/5... Discriminator Loss: 0.6568... Generator Loss: 2.4278 Epoch 2/5... Discriminator Loss: 0.5257... Generator Loss: 1.1461 Epoch 2/5... Discriminator Loss: 0.4931... Generator Loss: 1.2709 Epoch 2/5... Discriminator Loss: 0.6020... Generator Loss: 1.0766 Epoch 2/5... Discriminator Loss: 0.6905... Generator Loss: 0.9646 Epoch 2/5... Discriminator Loss: 0.3316... Generator Loss: 1.5388 Epoch 2/5... Discriminator Loss: 0.6574... Generator Loss: 1.1398 Epoch 2/5... Discriminator Loss: 0.3820... Generator Loss: 1.4984 Epoch 2/5... Discriminator Loss: 0.8479... Generator Loss: 0.8667
Epoch 2/5... Discriminator Loss: 0.6190... Generator Loss: 1.0652 Epoch 2/5... Discriminator Loss: 0.8649... Generator Loss: 0.7783 Epoch 2/5... Discriminator Loss: 0.4321... Generator Loss: 1.3908 Epoch 2/5... Discriminator Loss: 1.0065... Generator Loss: 0.6730 Epoch 2/5... Discriminator Loss: 0.4718... Generator Loss: 1.3892 Epoch 2/5... Discriminator Loss: 0.3014... Generator Loss: 2.2860 Epoch 2/5... Discriminator Loss: 0.4447... Generator Loss: 1.4667 Epoch 2/5... Discriminator Loss: 0.5049... Generator Loss: 1.3511 Epoch 2/5... Discriminator Loss: 0.6035... Generator Loss: 1.0750 Epoch 2/5... Discriminator Loss: 0.4810... Generator Loss: 1.4039
Epoch 2/5... Discriminator Loss: 0.5487... Generator Loss: 1.1305 Epoch 2/5... Discriminator Loss: 0.2980... Generator Loss: 1.8728 Epoch 2/5... Discriminator Loss: 0.6935... Generator Loss: 0.9655 Epoch 2/5... Discriminator Loss: 0.4263... Generator Loss: 1.3798 Epoch 2/5... Discriminator Loss: 3.5594... Generator Loss: 0.0514 Epoch 2/5... Discriminator Loss: 0.4998... Generator Loss: 1.3058 Epoch 2/5... Discriminator Loss: 0.4300... Generator Loss: 1.4151 Epoch 2/5... Discriminator Loss: 0.2621... Generator Loss: 3.1975 Epoch 2/5... Discriminator Loss: 0.7091... Generator Loss: 0.9821 Epoch 2/5... Discriminator Loss: 0.6025... Generator Loss: 1.1782
Epoch 2/5... Discriminator Loss: 0.3932... Generator Loss: 2.9765 Epoch 2/5... Discriminator Loss: 0.5956... Generator Loss: 1.9440 Epoch 2/5... Discriminator Loss: 1.3143... Generator Loss: 0.4121 Epoch 2/5... Discriminator Loss: 0.5390... Generator Loss: 1.1525 Epoch 2/5... Discriminator Loss: 0.8893... Generator Loss: 0.7403 Epoch 2/5... Discriminator Loss: 0.2924... Generator Loss: 2.6008 Epoch 2/5... Discriminator Loss: 0.9433... Generator Loss: 0.6633 Epoch 2/5... Discriminator Loss: 0.3998... Generator Loss: 1.5257 Epoch 2/5... Discriminator Loss: 0.3864... Generator Loss: 1.5589 Epoch 2/5... Discriminator Loss: 0.6046... Generator Loss: 1.0508
Epoch 2/5... Discriminator Loss: 0.5765... Generator Loss: 1.2478 Epoch 2/5... Discriminator Loss: 0.3355... Generator Loss: 1.7253 Epoch 2/5... Discriminator Loss: 0.3039... Generator Loss: 1.8360 Epoch 2/5... Discriminator Loss: 0.5081... Generator Loss: 1.2389 Epoch 2/5... Discriminator Loss: 0.5181... Generator Loss: 1.3226 Epoch 2/5... Discriminator Loss: 0.3332... Generator Loss: 1.7159 Epoch 2/5... Discriminator Loss: 0.3798... Generator Loss: 1.8830 Epoch 2/5... Discriminator Loss: 0.7405... Generator Loss: 0.9773 Epoch 2/5... Discriminator Loss: 0.6047... Generator Loss: 1.4169 Epoch 2/5... Discriminator Loss: 0.8857... Generator Loss: 0.8312
Epoch 2/5... Discriminator Loss: 0.3863... Generator Loss: 1.5985 Epoch 2/5... Discriminator Loss: 0.2967... Generator Loss: 1.8403 Epoch 2/5... Discriminator Loss: 1.1364... Generator Loss: 0.5592 Epoch 2/5... Discriminator Loss: 0.3191... Generator Loss: 1.9061 Epoch 2/5... Discriminator Loss: 0.6573... Generator Loss: 0.9314 Epoch 2/5... Discriminator Loss: 0.9155... Generator Loss: 0.7992 Epoch 2/5... Discriminator Loss: 0.5400... Generator Loss: 1.3727 Epoch 2/5... Discriminator Loss: 0.3374... Generator Loss: 1.9314 Epoch 2/5... Discriminator Loss: 0.7998... Generator Loss: 0.8613 Epoch 2/5... Discriminator Loss: 0.4640... Generator Loss: 1.3105
Epoch 2/5... Discriminator Loss: 0.4316... Generator Loss: 1.5364 Epoch 2/5... Discriminator Loss: 0.7790... Generator Loss: 1.0967 Epoch 2/5... Discriminator Loss: 0.1480... Generator Loss: 2.8635 Epoch 2/5... Discriminator Loss: 0.6028... Generator Loss: 1.4980 Epoch 2/5... Discriminator Loss: 0.5347... Generator Loss: 1.2808 Epoch 2/5... Discriminator Loss: 0.3141... Generator Loss: 1.7516 Epoch 2/5... Discriminator Loss: 0.6097... Generator Loss: 1.1654 Epoch 2/5... Discriminator Loss: 0.8454... Generator Loss: 0.7924 Epoch 2/5... Discriminator Loss: 0.4492... Generator Loss: 1.3831 Epoch 2/5... Discriminator Loss: 0.8682... Generator Loss: 0.7408
Epoch 2/5... Discriminator Loss: 0.5035... Generator Loss: 1.2332 Epoch 2/5... Discriminator Loss: 0.6303... Generator Loss: 1.0575 Epoch 2/5... Discriminator Loss: 0.3082... Generator Loss: 1.9260 Epoch 2/5... Discriminator Loss: 0.4129... Generator Loss: 1.5021 Epoch 2/5... Discriminator Loss: 1.3559... Generator Loss: 0.4092 Epoch 2/5... Discriminator Loss: 0.5483... Generator Loss: 3.4092 Epoch 2/5... Discriminator Loss: 0.3339... Generator Loss: 1.6611 Epoch 2/5... Discriminator Loss: 0.7033... Generator Loss: 1.4891 Epoch 2/5... Discriminator Loss: 0.5999... Generator Loss: 1.3194 Epoch 2/5... Discriminator Loss: 0.4622... Generator Loss: 1.7652
Epoch 2/5... Discriminator Loss: 0.2008... Generator Loss: 3.7174 Epoch 2/5... Discriminator Loss: 0.4061... Generator Loss: 1.3925 Epoch 2/5... Discriminator Loss: 0.3664... Generator Loss: 1.6460 Epoch 2/5... Discriminator Loss: 0.3963... Generator Loss: 1.6409 Epoch 2/5... Discriminator Loss: 0.5952... Generator Loss: 1.2505 Epoch 2/5... Discriminator Loss: 0.3190... Generator Loss: 1.7722 Epoch 2/5... Discriminator Loss: 0.1925... Generator Loss: 2.3924 Epoch 2/5... Discriminator Loss: 0.3822... Generator Loss: 1.6205 Epoch 2/5... Discriminator Loss: 0.8846... Generator Loss: 0.9581 Epoch 2/5... Discriminator Loss: 0.4322... Generator Loss: 1.4689
Epoch 2/5... Discriminator Loss: 0.3227... Generator Loss: 1.8912 Epoch 2/5... Discriminator Loss: 0.5251... Generator Loss: 1.3250 Epoch 2/5... Discriminator Loss: 0.4022... Generator Loss: 1.3272 Epoch 2/5... Discriminator Loss: 0.3790... Generator Loss: 1.6123 Epoch 2/5... Discriminator Loss: 0.5276... Generator Loss: 1.2479 Epoch 2/5... Discriminator Loss: 0.6688... Generator Loss: 0.9481 Epoch 2/5... Discriminator Loss: 0.7833... Generator Loss: 1.0316 Epoch 2/5... Discriminator Loss: 0.5434... Generator Loss: 1.2395 Epoch 2/5... Discriminator Loss: 0.6787... Generator Loss: 0.9997 Epoch 2/5... Discriminator Loss: 0.4744... Generator Loss: 2.9667
Epoch 2/5... Discriminator Loss: 0.7179... Generator Loss: 0.9576 Epoch 2/5... Discriminator Loss: 0.3883... Generator Loss: 2.8748 Epoch 2/5... Discriminator Loss: 0.8306... Generator Loss: 0.8546 Epoch 2/5... Discriminator Loss: 0.7877... Generator Loss: 0.7680 Epoch 2/5... Discriminator Loss: 0.8037... Generator Loss: 0.9107 Epoch 2/5... Discriminator Loss: 0.9820... Generator Loss: 0.7994 Epoch 2/5... Discriminator Loss: 0.3106... Generator Loss: 1.7566 Epoch 2/5... Discriminator Loss: 0.6270... Generator Loss: 1.0037 Epoch 2/5... Discriminator Loss: 0.3296... Generator Loss: 1.6240 Epoch 2/5... Discriminator Loss: 0.4739... Generator Loss: 1.3366
Epoch 2/5... Discriminator Loss: 0.1952... Generator Loss: 2.2177 Epoch 2/5... Discriminator Loss: 0.3419... Generator Loss: 1.7261 Epoch 2/5... Discriminator Loss: 0.4427... Generator Loss: 1.4145 Epoch 3/5... Discriminator Loss: 0.3297... Generator Loss: 1.7166 Epoch 3/5... Discriminator Loss: 0.2891... Generator Loss: 1.8225 Epoch 3/5... Discriminator Loss: 0.2403... Generator Loss: 2.2964 Epoch 3/5... Discriminator Loss: 0.3608... Generator Loss: 1.5534 Epoch 3/5... Discriminator Loss: 0.6135... Generator Loss: 0.9953 Epoch 3/5... Discriminator Loss: 0.4693... Generator Loss: 1.3938 Epoch 3/5... Discriminator Loss: 0.2954... Generator Loss: 1.6345
Epoch 3/5... Discriminator Loss: 0.4317... Generator Loss: 1.4480 Epoch 3/5... Discriminator Loss: 0.3383... Generator Loss: 1.6635 Epoch 3/5... Discriminator Loss: 1.3109... Generator Loss: 0.7308 Epoch 3/5... Discriminator Loss: 1.2204... Generator Loss: 3.5083 Epoch 3/5... Discriminator Loss: 0.7060... Generator Loss: 2.2973 Epoch 3/5... Discriminator Loss: 0.4010... Generator Loss: 1.9154 Epoch 3/5... Discriminator Loss: 0.6408... Generator Loss: 2.8916 Epoch 3/5... Discriminator Loss: 0.3820... Generator Loss: 1.6445 Epoch 3/5... Discriminator Loss: 0.2628... Generator Loss: 2.9647 Epoch 3/5... Discriminator Loss: 0.9946... Generator Loss: 0.6257
Epoch 3/5... Discriminator Loss: 0.3431... Generator Loss: 1.7085 Epoch 3/5... Discriminator Loss: 0.3338... Generator Loss: 1.7387 Epoch 3/5... Discriminator Loss: 0.3613... Generator Loss: 1.8552 Epoch 3/5... Discriminator Loss: 0.5712... Generator Loss: 1.3024 Epoch 3/5... Discriminator Loss: 0.2977... Generator Loss: 2.3671 Epoch 3/5... Discriminator Loss: 0.8307... Generator Loss: 0.7809 Epoch 3/5... Discriminator Loss: 0.3820... Generator Loss: 1.5629 Epoch 3/5... Discriminator Loss: 0.3035... Generator Loss: 1.5882 Epoch 3/5... Discriminator Loss: 0.4583... Generator Loss: 1.5077 Epoch 3/5... Discriminator Loss: 0.3479... Generator Loss: 2.2121
Epoch 3/5... Discriminator Loss: 0.4150... Generator Loss: 1.3933 Epoch 3/5... Discriminator Loss: 0.4959... Generator Loss: 1.2293 Epoch 3/5... Discriminator Loss: 0.5172... Generator Loss: 1.2517 Epoch 3/5... Discriminator Loss: 0.4004... Generator Loss: 1.5999 Epoch 3/5... Discriminator Loss: 0.4630... Generator Loss: 1.2759 Epoch 3/5... Discriminator Loss: 0.5021... Generator Loss: 1.2521 Epoch 3/5... Discriminator Loss: 0.5026... Generator Loss: 1.5302 Epoch 3/5... Discriminator Loss: 0.3387... Generator Loss: 1.6048 Epoch 3/5... Discriminator Loss: 0.3038... Generator Loss: 3.0848 Epoch 3/5... Discriminator Loss: 0.3438... Generator Loss: 2.0661
Epoch 3/5... Discriminator Loss: 0.3337... Generator Loss: 1.6973 Epoch 3/5... Discriminator Loss: 0.3475... Generator Loss: 1.5725 Epoch 3/5... Discriminator Loss: 0.6915... Generator Loss: 1.0076 Epoch 3/5... Discriminator Loss: 0.3805... Generator Loss: 1.6209 Epoch 3/5... Discriminator Loss: 0.3029... Generator Loss: 1.9362 Epoch 3/5... Discriminator Loss: 0.3817... Generator Loss: 1.6661 Epoch 3/5... Discriminator Loss: 0.2919... Generator Loss: 1.9432 Epoch 3/5... Discriminator Loss: 0.3375... Generator Loss: 1.6445 Epoch 3/5... Discriminator Loss: 0.4294... Generator Loss: 1.3599 Epoch 3/5... Discriminator Loss: 0.5956... Generator Loss: 1.4222
Epoch 3/5... Discriminator Loss: 0.2611... Generator Loss: 2.0065 Epoch 3/5... Discriminator Loss: 0.5106... Generator Loss: 1.1638 Epoch 3/5... Discriminator Loss: 0.5751... Generator Loss: 1.0559 Epoch 3/5... Discriminator Loss: 1.3043... Generator Loss: 0.5538 Epoch 3/5... Discriminator Loss: 1.3287... Generator Loss: 0.5393 Epoch 3/5... Discriminator Loss: 0.8949... Generator Loss: 3.0324 Epoch 3/5... Discriminator Loss: 0.6704... Generator Loss: 0.9500 Epoch 3/5... Discriminator Loss: 0.3886... Generator Loss: 1.5655 Epoch 3/5... Discriminator Loss: 0.3298... Generator Loss: 1.8149 Epoch 3/5... Discriminator Loss: 0.4190... Generator Loss: 1.4021
Epoch 3/5... Discriminator Loss: 0.2984... Generator Loss: 1.9738 Epoch 3/5... Discriminator Loss: 0.5209... Generator Loss: 1.1327 Epoch 3/5... Discriminator Loss: 0.4374... Generator Loss: 1.6401 Epoch 3/5... Discriminator Loss: 0.7038... Generator Loss: 1.0557 Epoch 3/5... Discriminator Loss: 0.5482... Generator Loss: 1.3061 Epoch 3/5... Discriminator Loss: 0.3824... Generator Loss: 2.2535 Epoch 3/5... Discriminator Loss: 0.4424... Generator Loss: 1.4103 Epoch 3/5... Discriminator Loss: 0.8118... Generator Loss: 0.8532 Epoch 3/5... Discriminator Loss: 0.5463... Generator Loss: 1.2914 Epoch 3/5... Discriminator Loss: 0.5405... Generator Loss: 1.2427
Epoch 3/5... Discriminator Loss: 0.3924... Generator Loss: 1.4816 Epoch 3/5... Discriminator Loss: 0.6652... Generator Loss: 1.0293 Epoch 3/5... Discriminator Loss: 0.4568... Generator Loss: 2.1638 Epoch 3/5... Discriminator Loss: 4.1636... Generator Loss: 7.9627 Epoch 3/5... Discriminator Loss: 0.7066... Generator Loss: 1.0566 Epoch 3/5... Discriminator Loss: 0.4208... Generator Loss: 2.2657 Epoch 3/5... Discriminator Loss: 0.7479... Generator Loss: 1.0159 Epoch 3/5... Discriminator Loss: 0.2509... Generator Loss: 2.0793 Epoch 3/5... Discriminator Loss: 0.7284... Generator Loss: 0.9590 Epoch 3/5... Discriminator Loss: 0.3048... Generator Loss: 2.1415
Epoch 3/5... Discriminator Loss: 0.3702... Generator Loss: 1.6715 Epoch 3/5... Discriminator Loss: 0.4531... Generator Loss: 1.5313 Epoch 3/5... Discriminator Loss: 0.1882... Generator Loss: 2.3487 Epoch 3/5... Discriminator Loss: 0.8957... Generator Loss: 0.7155 Epoch 3/5... Discriminator Loss: 0.3892... Generator Loss: 1.5741 Epoch 3/5... Discriminator Loss: 0.1985... Generator Loss: 2.8745 Epoch 3/5... Discriminator Loss: 0.5443... Generator Loss: 1.1329 Epoch 3/5... Discriminator Loss: 0.3210... Generator Loss: 1.7885 Epoch 3/5... Discriminator Loss: 0.3926... Generator Loss: 1.4577 Epoch 3/5... Discriminator Loss: 0.4849... Generator Loss: 1.4009
Epoch 3/5... Discriminator Loss: 0.1464... Generator Loss: 3.6132 Epoch 3/5... Discriminator Loss: 0.2350... Generator Loss: 2.4077 Epoch 3/5... Discriminator Loss: 0.6040... Generator Loss: 1.1226 Epoch 3/5... Discriminator Loss: 1.4849... Generator Loss: 0.4927 Epoch 3/5... Discriminator Loss: 0.3832... Generator Loss: 1.5514 Epoch 3/5... Discriminator Loss: 0.4006... Generator Loss: 1.3785 Epoch 3/5... Discriminator Loss: 0.2526... Generator Loss: 2.0987 Epoch 3/5... Discriminator Loss: 0.3365... Generator Loss: 1.8897 Epoch 3/5... Discriminator Loss: 0.1651... Generator Loss: 2.5541 Epoch 3/5... Discriminator Loss: 0.3989... Generator Loss: 1.3867
Epoch 3/5... Discriminator Loss: 0.4536... Generator Loss: 1.3551 Epoch 3/5... Discriminator Loss: 0.3870... Generator Loss: 1.4318 Epoch 3/5... Discriminator Loss: 0.5384... Generator Loss: 1.2202 Epoch 3/5... Discriminator Loss: 0.4993... Generator Loss: 1.2612 Epoch 3/5... Discriminator Loss: 0.5012... Generator Loss: 1.3849 Epoch 3/5... Discriminator Loss: 0.7126... Generator Loss: 0.8690 Epoch 3/5... Discriminator Loss: 0.4443... Generator Loss: 1.4048 Epoch 3/5... Discriminator Loss: 0.2882... Generator Loss: 2.0201 Epoch 3/5... Discriminator Loss: 0.4331... Generator Loss: 2.0406 Epoch 3/5... Discriminator Loss: 0.2721... Generator Loss: 2.7613
Epoch 3/5... Discriminator Loss: 0.3615... Generator Loss: 1.5283 Epoch 3/5... Discriminator Loss: 0.2476... Generator Loss: 1.8420 Epoch 3/5... Discriminator Loss: 0.3445... Generator Loss: 1.7626 Epoch 3/5... Discriminator Loss: 0.4959... Generator Loss: 1.1752 Epoch 3/5... Discriminator Loss: 2.3563... Generator Loss: 5.8164 Epoch 3/5... Discriminator Loss: 0.2380... Generator Loss: 2.4678 Epoch 3/5... Discriminator Loss: 0.2795... Generator Loss: 1.8096 Epoch 3/5... Discriminator Loss: 0.7631... Generator Loss: 0.9078 Epoch 3/5... Discriminator Loss: 0.3658... Generator Loss: 1.4731 Epoch 3/5... Discriminator Loss: 0.3000... Generator Loss: 1.8501
Epoch 3/5... Discriminator Loss: 0.3333... Generator Loss: 1.8357 Epoch 3/5... Discriminator Loss: 0.3640... Generator Loss: 1.6775 Epoch 3/5... Discriminator Loss: 0.4461... Generator Loss: 1.3269 Epoch 3/5... Discriminator Loss: 0.9172... Generator Loss: 0.7982 Epoch 3/5... Discriminator Loss: 0.4617... Generator Loss: 1.3140 Epoch 3/5... Discriminator Loss: 0.3900... Generator Loss: 2.5832 Epoch 3/5... Discriminator Loss: 0.3797... Generator Loss: 1.6706 Epoch 3/5... Discriminator Loss: 0.3336... Generator Loss: 1.8610 Epoch 3/5... Discriminator Loss: 0.5195... Generator Loss: 1.1877 Epoch 3/5... Discriminator Loss: 0.3538... Generator Loss: 1.8029
Epoch 3/5... Discriminator Loss: 0.4946... Generator Loss: 1.3012 Epoch 3/5... Discriminator Loss: 0.3278... Generator Loss: 1.7072 Epoch 3/5... Discriminator Loss: 0.4675... Generator Loss: 1.3164 Epoch 3/5... Discriminator Loss: 0.6327... Generator Loss: 0.9929 Epoch 3/5... Discriminator Loss: 0.3632... Generator Loss: 1.6901 Epoch 3/5... Discriminator Loss: 0.9321... Generator Loss: 0.8135 Epoch 3/5... Discriminator Loss: 0.4746... Generator Loss: 1.2533 Epoch 3/5... Discriminator Loss: 0.3776... Generator Loss: 1.5730 Epoch 3/5... Discriminator Loss: 0.5976... Generator Loss: 1.0374 Epoch 3/5... Discriminator Loss: 0.6630... Generator Loss: 2.2198
Epoch 3/5... Discriminator Loss: 0.3916... Generator Loss: 1.8224 Epoch 3/5... Discriminator Loss: 0.4817... Generator Loss: 2.6030 Epoch 3/5... Discriminator Loss: 4.7863... Generator Loss: 0.0367 Epoch 3/5... Discriminator Loss: 0.6440... Generator Loss: 1.0950 Epoch 3/5... Discriminator Loss: 0.4051... Generator Loss: 1.8732 Epoch 3/5... Discriminator Loss: 0.3880... Generator Loss: 1.9932 Epoch 3/5... Discriminator Loss: 0.4089... Generator Loss: 1.8262 Epoch 3/5... Discriminator Loss: 0.3955... Generator Loss: 1.6284 Epoch 3/5... Discriminator Loss: 0.5016... Generator Loss: 1.2716 Epoch 3/5... Discriminator Loss: 0.7895... Generator Loss: 0.8572
Epoch 3/5... Discriminator Loss: 0.6258... Generator Loss: 1.1355 Epoch 3/5... Discriminator Loss: 0.5146... Generator Loss: 1.2329 Epoch 3/5... Discriminator Loss: 0.7387... Generator Loss: 0.9025 Epoch 3/5... Discriminator Loss: 0.4485... Generator Loss: 1.3723 Epoch 3/5... Discriminator Loss: 0.4421... Generator Loss: 1.8787 Epoch 3/5... Discriminator Loss: 0.4512... Generator Loss: 1.3697 Epoch 3/5... Discriminator Loss: 0.3269... Generator Loss: 1.6638 Epoch 3/5... Discriminator Loss: 0.4902... Generator Loss: 1.3311 Epoch 3/5... Discriminator Loss: 0.3132... Generator Loss: 1.8130 Epoch 3/5... Discriminator Loss: 0.2814... Generator Loss: 1.9215
Epoch 3/5... Discriminator Loss: 0.6314... Generator Loss: 1.3253 Epoch 3/5... Discriminator Loss: 0.4132... Generator Loss: 2.4702 Epoch 3/5... Discriminator Loss: 0.3242... Generator Loss: 2.0211 Epoch 3/5... Discriminator Loss: 0.7161... Generator Loss: 0.9433 Epoch 3/5... Discriminator Loss: 0.7510... Generator Loss: 0.8960 Epoch 3/5... Discriminator Loss: 0.2809... Generator Loss: 1.8943 Epoch 3/5... Discriminator Loss: 0.5748... Generator Loss: 1.1966 Epoch 3/5... Discriminator Loss: 0.5422... Generator Loss: 1.1612 Epoch 3/5... Discriminator Loss: 0.3602... Generator Loss: 1.4926 Epoch 3/5... Discriminator Loss: 0.8775... Generator Loss: 0.7072
Epoch 3/5... Discriminator Loss: 1.4319... Generator Loss: 0.5430 Epoch 3/5... Discriminator Loss: 0.7575... Generator Loss: 0.9304 Epoch 3/5... Discriminator Loss: 0.7211... Generator Loss: 1.1104 Epoch 3/5... Discriminator Loss: 0.8338... Generator Loss: 0.8802 Epoch 3/5... Discriminator Loss: 0.4376... Generator Loss: 1.2772 Epoch 3/5... Discriminator Loss: 0.5265... Generator Loss: 1.7644 Epoch 3/5... Discriminator Loss: 1.5603... Generator Loss: 0.4002 Epoch 3/5... Discriminator Loss: 0.5999... Generator Loss: 1.3305 Epoch 3/5... Discriminator Loss: 0.3757... Generator Loss: 1.6018 Epoch 3/5... Discriminator Loss: 0.5393... Generator Loss: 1.3238
Epoch 3/5... Discriminator Loss: 0.3021... Generator Loss: 2.5123 Epoch 3/5... Discriminator Loss: 0.2740... Generator Loss: 2.1700 Epoch 3/5... Discriminator Loss: 0.5572... Generator Loss: 1.2535 Epoch 3/5... Discriminator Loss: 0.4089... Generator Loss: 1.5107 Epoch 3/5... Discriminator Loss: 0.8380... Generator Loss: 0.7842 Epoch 3/5... Discriminator Loss: 0.3455... Generator Loss: 2.0706 Epoch 3/5... Discriminator Loss: 0.5850... Generator Loss: 1.0946 Epoch 3/5... Discriminator Loss: 0.5217... Generator Loss: 1.2049 Epoch 3/5... Discriminator Loss: 0.4302... Generator Loss: 1.5742 Epoch 3/5... Discriminator Loss: 0.3401... Generator Loss: 1.7896
Epoch 3/5... Discriminator Loss: 0.3568... Generator Loss: 1.5280 Epoch 4/5... Discriminator Loss: 0.2602... Generator Loss: 1.9220 Epoch 4/5... Discriminator Loss: 0.6090... Generator Loss: 1.0733 Epoch 4/5... Discriminator Loss: 0.7372... Generator Loss: 0.9457 Epoch 4/5... Discriminator Loss: 0.5460... Generator Loss: 1.3104 Epoch 4/5... Discriminator Loss: 0.4961... Generator Loss: 1.2716 Epoch 4/5... Discriminator Loss: 1.6465... Generator Loss: 0.2939 Epoch 4/5... Discriminator Loss: 0.5192... Generator Loss: 1.1491 Epoch 4/5... Discriminator Loss: 0.2027... Generator Loss: 2.4146 Epoch 4/5... Discriminator Loss: 0.4979... Generator Loss: 1.2571
Epoch 4/5... Discriminator Loss: 0.3418... Generator Loss: 1.7024 Epoch 4/5... Discriminator Loss: 0.3700... Generator Loss: 1.6389 Epoch 4/5... Discriminator Loss: 0.3432... Generator Loss: 1.7721 Epoch 4/5... Discriminator Loss: 0.3141... Generator Loss: 1.9600 Epoch 4/5... Discriminator Loss: 0.3113... Generator Loss: 1.6598 Epoch 4/5... Discriminator Loss: 0.5228... Generator Loss: 1.3012 Epoch 4/5... Discriminator Loss: 2.1124... Generator Loss: 0.2277 Epoch 4/5... Discriminator Loss: 0.3053... Generator Loss: 1.9228 Epoch 4/5... Discriminator Loss: 0.3794... Generator Loss: 1.5028 Epoch 4/5... Discriminator Loss: 0.9201... Generator Loss: 0.8160
Epoch 4/5... Discriminator Loss: 0.8007... Generator Loss: 0.8106 Epoch 4/5... Discriminator Loss: 0.3325... Generator Loss: 2.2095 Epoch 4/5... Discriminator Loss: 0.3844... Generator Loss: 1.7136 Epoch 4/5... Discriminator Loss: 1.1856... Generator Loss: 2.7279 Epoch 4/5... Discriminator Loss: 1.3282... Generator Loss: 3.5496 Epoch 4/5... Discriminator Loss: 0.4016... Generator Loss: 2.0465 Epoch 4/5... Discriminator Loss: 0.4091... Generator Loss: 2.1034 Epoch 4/5... Discriminator Loss: 0.3942... Generator Loss: 1.6968 Epoch 4/5... Discriminator Loss: 0.6909... Generator Loss: 1.0311 Epoch 4/5... Discriminator Loss: 0.8148... Generator Loss: 0.8940
Epoch 4/5... Discriminator Loss: 0.5846... Generator Loss: 1.0213 Epoch 4/5... Discriminator Loss: 0.4644... Generator Loss: 1.2711 Epoch 4/5... Discriminator Loss: 0.4734... Generator Loss: 1.4702 Epoch 4/5... Discriminator Loss: 0.2278... Generator Loss: 2.4903 Epoch 4/5... Discriminator Loss: 0.3447... Generator Loss: 1.8087 Epoch 4/5... Discriminator Loss: 0.2395... Generator Loss: 2.0016 Epoch 4/5... Discriminator Loss: 0.3682... Generator Loss: 1.4523 Epoch 4/5... Discriminator Loss: 0.8198... Generator Loss: 0.8024 Epoch 4/5... Discriminator Loss: 0.5272... Generator Loss: 1.2966 Epoch 4/5... Discriminator Loss: 0.5163... Generator Loss: 1.3055
Epoch 4/5... Discriminator Loss: 0.5683... Generator Loss: 1.1997 Epoch 4/5... Discriminator Loss: 0.4609... Generator Loss: 1.3456 Epoch 4/5... Discriminator Loss: 0.3670... Generator Loss: 1.6505 Epoch 4/5... Discriminator Loss: 0.4509... Generator Loss: 1.3756 Epoch 4/5... Discriminator Loss: 0.2695... Generator Loss: 2.9642 Epoch 4/5... Discriminator Loss: 0.2896... Generator Loss: 2.1426 Epoch 4/5... Discriminator Loss: 0.3798... Generator Loss: 3.0768 Epoch 4/5... Discriminator Loss: 0.6143... Generator Loss: 1.1331 Epoch 4/5... Discriminator Loss: 0.5297... Generator Loss: 1.2300 Epoch 4/5... Discriminator Loss: 0.6797... Generator Loss: 1.1988
Epoch 4/5... Discriminator Loss: 0.2166... Generator Loss: 1.9958 Epoch 4/5... Discriminator Loss: 0.3020... Generator Loss: 1.7320 Epoch 4/5... Discriminator Loss: 0.4129... Generator Loss: 1.5147 Epoch 4/5... Discriminator Loss: 0.5372... Generator Loss: 1.3087 Epoch 4/5... Discriminator Loss: 0.5190... Generator Loss: 1.3562 Epoch 4/5... Discriminator Loss: 0.3496... Generator Loss: 1.6206 Epoch 4/5... Discriminator Loss: 0.4371... Generator Loss: 1.5367 Epoch 4/5... Discriminator Loss: 0.2945... Generator Loss: 1.8204 Epoch 4/5... Discriminator Loss: 0.3438... Generator Loss: 1.7515 Epoch 4/5... Discriminator Loss: 0.6465... Generator Loss: 0.9626
Epoch 4/5... Discriminator Loss: 1.2347... Generator Loss: 0.4821 Epoch 4/5... Discriminator Loss: 0.3776... Generator Loss: 1.5874 Epoch 4/5... Discriminator Loss: 0.4540... Generator Loss: 1.5526 Epoch 4/5... Discriminator Loss: 0.6920... Generator Loss: 0.9120 Epoch 4/5... Discriminator Loss: 0.3769... Generator Loss: 1.4973 Epoch 4/5... Discriminator Loss: 0.4829... Generator Loss: 1.5020 Epoch 4/5... Discriminator Loss: 0.4927... Generator Loss: 1.3890 Epoch 4/5... Discriminator Loss: 0.5332... Generator Loss: 1.1799 Epoch 4/5... Discriminator Loss: 0.7798... Generator Loss: 0.8527 Epoch 4/5... Discriminator Loss: 0.3061... Generator Loss: 2.1986
Epoch 4/5... Discriminator Loss: 0.3872... Generator Loss: 1.4385 Epoch 4/5... Discriminator Loss: 0.3059... Generator Loss: 1.8359 Epoch 4/5... Discriminator Loss: 0.6483... Generator Loss: 1.0097 Epoch 4/5... Discriminator Loss: 0.3162... Generator Loss: 1.7398 Epoch 4/5... Discriminator Loss: 0.3034... Generator Loss: 1.5775 Epoch 4/5... Discriminator Loss: 0.7493... Generator Loss: 1.0870 Epoch 4/5... Discriminator Loss: 0.4337... Generator Loss: 1.5227 Epoch 4/5... Discriminator Loss: 0.7832... Generator Loss: 0.9449 Epoch 4/5... Discriminator Loss: 0.4278... Generator Loss: 1.5010 Epoch 4/5... Discriminator Loss: 0.4115... Generator Loss: 1.7702
Epoch 4/5... Discriminator Loss: 0.9474... Generator Loss: 3.1537 Epoch 4/5... Discriminator Loss: 0.2499... Generator Loss: 2.4493 Epoch 4/5... Discriminator Loss: 0.3512... Generator Loss: 1.7631 Epoch 4/5... Discriminator Loss: 0.2896... Generator Loss: 2.0398 Epoch 4/5... Discriminator Loss: 0.5063... Generator Loss: 1.2775 Epoch 4/5... Discriminator Loss: 0.4282... Generator Loss: 1.8257 Epoch 4/5... Discriminator Loss: 0.7470... Generator Loss: 0.8334 Epoch 4/5... Discriminator Loss: 0.4843... Generator Loss: 1.3009 Epoch 4/5... Discriminator Loss: 0.5652... Generator Loss: 1.3121 Epoch 4/5... Discriminator Loss: 0.4054... Generator Loss: 1.4407
Epoch 4/5... Discriminator Loss: 2.5632... Generator Loss: 7.8370 Epoch 4/5... Discriminator Loss: 0.5274... Generator Loss: 1.9898 Epoch 4/5... Discriminator Loss: 0.7085... Generator Loss: 3.1292 Epoch 4/5... Discriminator Loss: 0.8041... Generator Loss: 3.6313 Epoch 4/5... Discriminator Loss: 0.2777... Generator Loss: 2.0442 Epoch 4/5... Discriminator Loss: 0.3443... Generator Loss: 1.8645 Epoch 4/5... Discriminator Loss: 0.2295... Generator Loss: 2.1919 Epoch 4/5... Discriminator Loss: 0.2576... Generator Loss: 1.9945 Epoch 4/5... Discriminator Loss: 0.3333... Generator Loss: 1.6265 Epoch 4/5... Discriminator Loss: 0.4453... Generator Loss: 1.3998
Epoch 4/5... Discriminator Loss: 0.2663... Generator Loss: 2.2908 Epoch 4/5... Discriminator Loss: 0.3341... Generator Loss: 1.9160 Epoch 4/5... Discriminator Loss: 0.2184... Generator Loss: 2.0783 Epoch 4/5... Discriminator Loss: 0.4607... Generator Loss: 1.4487 Epoch 4/5... Discriminator Loss: 0.3196... Generator Loss: 1.8266 Epoch 4/5... Discriminator Loss: 0.1964... Generator Loss: 2.2057 Epoch 4/5... Discriminator Loss: 0.3334... Generator Loss: 1.9529 Epoch 4/5... Discriminator Loss: 1.3396... Generator Loss: 0.4396 Epoch 4/5... Discriminator Loss: 0.4640... Generator Loss: 1.5102 Epoch 4/5... Discriminator Loss: 0.7282... Generator Loss: 0.9032
Epoch 4/5... Discriminator Loss: 0.3835... Generator Loss: 1.5439 Epoch 4/5... Discriminator Loss: 1.1556... Generator Loss: 0.6088 Epoch 4/5... Discriminator Loss: 0.3765... Generator Loss: 1.5770 Epoch 4/5... Discriminator Loss: 0.3357... Generator Loss: 1.7018 Epoch 4/5... Discriminator Loss: 0.4145... Generator Loss: 1.5040 Epoch 4/5... Discriminator Loss: 0.5163... Generator Loss: 1.2743 Epoch 4/5... Discriminator Loss: 0.3559... Generator Loss: 1.5572 Epoch 4/5... Discriminator Loss: 0.2730... Generator Loss: 1.7537 Epoch 4/5... Discriminator Loss: 0.5307... Generator Loss: 1.1330 Epoch 4/5... Discriminator Loss: 0.4375... Generator Loss: 1.4114
Epoch 4/5... Discriminator Loss: 0.2528... Generator Loss: 1.9739 Epoch 4/5... Discriminator Loss: 0.3202... Generator Loss: 2.5052 Epoch 4/5... Discriminator Loss: 0.3102... Generator Loss: 1.8090 Epoch 4/5... Discriminator Loss: 2.1286... Generator Loss: 0.4843 Epoch 4/5... Discriminator Loss: 0.7292... Generator Loss: 0.9415 Epoch 4/5... Discriminator Loss: 0.2149... Generator Loss: 2.6342 Epoch 4/5... Discriminator Loss: 0.4058... Generator Loss: 1.3435 Epoch 4/5... Discriminator Loss: 0.2689... Generator Loss: 1.9565 Epoch 4/5... Discriminator Loss: 0.3022... Generator Loss: 1.9725 Epoch 4/5... Discriminator Loss: 0.2559... Generator Loss: 2.2888
Epoch 4/5... Discriminator Loss: 0.8962... Generator Loss: 0.7243 Epoch 4/5... Discriminator Loss: 0.4818... Generator Loss: 1.3412 Epoch 4/5... Discriminator Loss: 0.4569... Generator Loss: 1.3651 Epoch 4/5... Discriminator Loss: 0.5966... Generator Loss: 1.1916 Epoch 4/5... Discriminator Loss: 0.1543... Generator Loss: 2.7383 Epoch 4/5... Discriminator Loss: 0.2890... Generator Loss: 1.7821 Epoch 4/5... Discriminator Loss: 0.2365... Generator Loss: 2.0077 Epoch 4/5... Discriminator Loss: 0.3155... Generator Loss: 1.5446 Epoch 4/5... Discriminator Loss: 0.4762... Generator Loss: 1.3068 Epoch 4/5... Discriminator Loss: 0.3369... Generator Loss: 1.8988
Epoch 4/5... Discriminator Loss: 0.4624... Generator Loss: 1.5431 Epoch 4/5... Discriminator Loss: 0.3590... Generator Loss: 1.5709 Epoch 4/5... Discriminator Loss: 0.4784... Generator Loss: 1.6417 Epoch 4/5... Discriminator Loss: 0.8771... Generator Loss: 0.7445 Epoch 4/5... Discriminator Loss: 0.6241... Generator Loss: 1.0277 Epoch 4/5... Discriminator Loss: 0.2201... Generator Loss: 2.5183 Epoch 4/5... Discriminator Loss: 7.4342... Generator Loss: 11.2988 Epoch 4/5... Discriminator Loss: 0.3885... Generator Loss: 2.1161 Epoch 4/5... Discriminator Loss: 0.5801... Generator Loss: 3.2533 Epoch 4/5... Discriminator Loss: 0.7498... Generator Loss: 0.9162
Epoch 4/5... Discriminator Loss: 0.5370... Generator Loss: 1.1803 Epoch 4/5... Discriminator Loss: 0.2118... Generator Loss: 2.1112 Epoch 4/5... Discriminator Loss: 0.5585... Generator Loss: 1.2383 Epoch 4/5... Discriminator Loss: 0.5631... Generator Loss: 1.1428 Epoch 4/5... Discriminator Loss: 1.4449... Generator Loss: 0.4839 Epoch 4/5... Discriminator Loss: 0.2023... Generator Loss: 2.4561 Epoch 4/5... Discriminator Loss: 0.3512... Generator Loss: 1.5324 Epoch 4/5... Discriminator Loss: 0.7351... Generator Loss: 1.2463 Epoch 4/5... Discriminator Loss: 0.4403... Generator Loss: 1.6351 Epoch 4/5... Discriminator Loss: 0.4790... Generator Loss: 1.4383
Epoch 4/5... Discriminator Loss: 0.2509... Generator Loss: 2.1020 Epoch 4/5... Discriminator Loss: 0.6392... Generator Loss: 1.0322 Epoch 4/5... Discriminator Loss: 0.4143... Generator Loss: 1.4243 Epoch 4/5... Discriminator Loss: 0.3380... Generator Loss: 1.6715 Epoch 4/5... Discriminator Loss: 0.5458... Generator Loss: 1.2216 Epoch 4/5... Discriminator Loss: 0.2616... Generator Loss: 1.8302 Epoch 4/5... Discriminator Loss: 0.5248... Generator Loss: 1.3276 Epoch 4/5... Discriminator Loss: 0.2155... Generator Loss: 2.1227 Epoch 4/5... Discriminator Loss: 0.5246... Generator Loss: 1.1787 Epoch 4/5... Discriminator Loss: 0.4426... Generator Loss: 1.3958
Epoch 4/5... Discriminator Loss: 0.4480... Generator Loss: 1.3505 Epoch 4/5... Discriminator Loss: 1.4874... Generator Loss: 0.5246 Epoch 4/5... Discriminator Loss: 0.3431... Generator Loss: 1.9271 Epoch 4/5... Discriminator Loss: 0.4175... Generator Loss: 1.4342 Epoch 4/5... Discriminator Loss: 0.3746... Generator Loss: 1.6691 Epoch 4/5... Discriminator Loss: 0.6442... Generator Loss: 1.0815 Epoch 4/5... Discriminator Loss: 0.2568... Generator Loss: 2.1578 Epoch 4/5... Discriminator Loss: 0.5459... Generator Loss: 1.0745 Epoch 4/5... Discriminator Loss: 0.4282... Generator Loss: 1.4265 Epoch 4/5... Discriminator Loss: 0.6491... Generator Loss: 1.0559
Epoch 4/5... Discriminator Loss: 0.3041... Generator Loss: 1.6316 Epoch 4/5... Discriminator Loss: 0.3047... Generator Loss: 1.7739 Epoch 4/5... Discriminator Loss: 1.1208... Generator Loss: 0.5876 Epoch 4/5... Discriminator Loss: 0.3142... Generator Loss: 1.8084 Epoch 4/5... Discriminator Loss: 0.3557... Generator Loss: 1.7560 Epoch 4/5... Discriminator Loss: 0.3466... Generator Loss: 1.5202 Epoch 4/5... Discriminator Loss: 0.2099... Generator Loss: 2.3957 Epoch 4/5... Discriminator Loss: 0.4930... Generator Loss: 1.3119
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 100
learning_rate = 0.0001
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 5
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 0/5... Discriminator Loss: 1.8813... Generator Loss: 0.3869 Epoch 0/5... Discriminator Loss: 0.8844... Generator Loss: 1.0501 Epoch 0/5... Discriminator Loss: 0.5608... Generator Loss: 1.4488 Epoch 0/5... Discriminator Loss: 0.3898... Generator Loss: 1.7532 Epoch 0/5... Discriminator Loss: 0.3181... Generator Loss: 1.9442 Epoch 0/5... Discriminator Loss: 0.2443... Generator Loss: 2.1909 Epoch 0/5... Discriminator Loss: 0.2588... Generator Loss: 2.2054 Epoch 0/5... Discriminator Loss: 0.2620... Generator Loss: 2.2299 Epoch 0/5... Discriminator Loss: 0.2825... Generator Loss: 2.0621
Epoch 0/5... Discriminator Loss: 0.1918... Generator Loss: 2.1659 Epoch 0/5... Discriminator Loss: 0.2220... Generator Loss: 2.7804 Epoch 0/5... Discriminator Loss: 0.0870... Generator Loss: 3.8087 Epoch 0/5... Discriminator Loss: 0.2449... Generator Loss: 4.1270 Epoch 0/5... Discriminator Loss: 0.2330... Generator Loss: 5.7021 Epoch 0/5... Discriminator Loss: 0.2137... Generator Loss: 2.1514 Epoch 0/5... Discriminator Loss: 0.3058... Generator Loss: 2.1009 Epoch 0/5... Discriminator Loss: 0.2778... Generator Loss: 6.3896 Epoch 0/5... Discriminator Loss: 0.1300... Generator Loss: 3.2060 Epoch 0/5... Discriminator Loss: 0.3238... Generator Loss: 2.0640
Epoch 0/5... Discriminator Loss: 0.2729... Generator Loss: 3.2184 Epoch 0/5... Discriminator Loss: 0.2388... Generator Loss: 4.7576 Epoch 0/5... Discriminator Loss: 0.3957... Generator Loss: 2.9482 Epoch 0/5... Discriminator Loss: 0.5800... Generator Loss: 1.3964 Epoch 0/5... Discriminator Loss: 0.4301... Generator Loss: 1.2214 Epoch 0/5... Discriminator Loss: 0.3720... Generator Loss: 2.1777 Epoch 0/5... Discriminator Loss: 0.4392... Generator Loss: 1.5529 Epoch 0/5... Discriminator Loss: 0.5133... Generator Loss: 2.5968 Epoch 0/5... Discriminator Loss: 0.3341... Generator Loss: 3.8950 Epoch 0/5... Discriminator Loss: 0.2431... Generator Loss: 1.9408
Epoch 0/5... Discriminator Loss: 0.4771... Generator Loss: 1.6744 Epoch 0/5... Discriminator Loss: 0.3095... Generator Loss: 3.1099 Epoch 0/5... Discriminator Loss: 0.8920... Generator Loss: 3.2310 Epoch 0/5... Discriminator Loss: 0.5063... Generator Loss: 1.7913 Epoch 0/5... Discriminator Loss: 0.4510... Generator Loss: 1.7779 Epoch 0/5... Discriminator Loss: 0.7041... Generator Loss: 3.2947 Epoch 0/5... Discriminator Loss: 0.5652... Generator Loss: 1.7102 Epoch 0/5... Discriminator Loss: 0.3870... Generator Loss: 2.0936 Epoch 0/5... Discriminator Loss: 0.4909... Generator Loss: 2.8955 Epoch 0/5... Discriminator Loss: 0.5878... Generator Loss: 1.8507
Epoch 0/5... Discriminator Loss: 0.6647... Generator Loss: 0.9347 Epoch 0/5... Discriminator Loss: 0.9719... Generator Loss: 0.8012 Epoch 0/5... Discriminator Loss: 1.0601... Generator Loss: 2.2601 Epoch 0/5... Discriminator Loss: 0.9457... Generator Loss: 2.4462 Epoch 0/5... Discriminator Loss: 0.8233... Generator Loss: 1.5532 Epoch 0/5... Discriminator Loss: 1.0975... Generator Loss: 0.6200 Epoch 0/5... Discriminator Loss: 0.5748... Generator Loss: 2.0945 Epoch 0/5... Discriminator Loss: 0.6867... Generator Loss: 1.8230 Epoch 0/5... Discriminator Loss: 1.0525... Generator Loss: 2.8599 Epoch 0/5... Discriminator Loss: 0.8460... Generator Loss: 1.6159
Epoch 0/5... Discriminator Loss: 0.6097... Generator Loss: 1.5992 Epoch 0/5... Discriminator Loss: 0.6603... Generator Loss: 1.1812 Epoch 0/5... Discriminator Loss: 0.6592... Generator Loss: 1.3772 Epoch 0/5... Discriminator Loss: 0.7252... Generator Loss: 1.3616 Epoch 0/5... Discriminator Loss: 0.7479... Generator Loss: 1.1599 Epoch 0/5... Discriminator Loss: 0.5563... Generator Loss: 2.0425 Epoch 0/5... Discriminator Loss: 0.6845... Generator Loss: 1.5256 Epoch 0/5... Discriminator Loss: 0.8916... Generator Loss: 1.2853 Epoch 0/5... Discriminator Loss: 0.6638... Generator Loss: 1.2339 Epoch 0/5... Discriminator Loss: 0.6102... Generator Loss: 1.4245
Epoch 0/5... Discriminator Loss: 0.6759... Generator Loss: 1.1802 Epoch 0/5... Discriminator Loss: 0.6767... Generator Loss: 1.6524 Epoch 0/5... Discriminator Loss: 0.7976... Generator Loss: 1.2049 Epoch 0/5... Discriminator Loss: 0.7690... Generator Loss: 1.1035 Epoch 0/5... Discriminator Loss: 0.9203... Generator Loss: 1.4923 Epoch 0/5... Discriminator Loss: 0.7993... Generator Loss: 1.3747 Epoch 0/5... Discriminator Loss: 0.8126... Generator Loss: 1.4008 Epoch 0/5... Discriminator Loss: 0.9334... Generator Loss: 0.8942 Epoch 0/5... Discriminator Loss: 0.8992... Generator Loss: 1.0941 Epoch 0/5... Discriminator Loss: 1.0683... Generator Loss: 0.6895
Epoch 0/5... Discriminator Loss: 0.8280... Generator Loss: 1.3288 Epoch 0/5... Discriminator Loss: 0.7723... Generator Loss: 1.1165 Epoch 0/5... Discriminator Loss: 0.9696... Generator Loss: 1.3173 Epoch 0/5... Discriminator Loss: 0.8111... Generator Loss: 0.9735 Epoch 0/5... Discriminator Loss: 1.0467... Generator Loss: 0.9259 Epoch 0/5... Discriminator Loss: 0.8300... Generator Loss: 1.0461 Epoch 0/5... Discriminator Loss: 0.9981... Generator Loss: 0.8562 Epoch 0/5... Discriminator Loss: 0.8673... Generator Loss: 1.0135 Epoch 0/5... Discriminator Loss: 0.9547... Generator Loss: 1.0400 Epoch 0/5... Discriminator Loss: 1.2870... Generator Loss: 0.5915
Epoch 0/5... Discriminator Loss: 0.8998... Generator Loss: 1.2411 Epoch 0/5... Discriminator Loss: 0.8902... Generator Loss: 1.1546 Epoch 0/5... Discriminator Loss: 1.1362... Generator Loss: 0.8291 Epoch 0/5... Discriminator Loss: 1.3587... Generator Loss: 0.5966 Epoch 0/5... Discriminator Loss: 1.2987... Generator Loss: 0.6501 Epoch 0/5... Discriminator Loss: 0.9204... Generator Loss: 1.2828 Epoch 0/5... Discriminator Loss: 1.0251... Generator Loss: 0.8541 Epoch 0/5... Discriminator Loss: 0.9665... Generator Loss: 0.8185 Epoch 0/5... Discriminator Loss: 1.0808... Generator Loss: 1.0171 Epoch 0/5... Discriminator Loss: 1.2713... Generator Loss: 0.7443
Epoch 0/5... Discriminator Loss: 1.4917... Generator Loss: 0.6553 Epoch 0/5... Discriminator Loss: 1.1453... Generator Loss: 0.9902 Epoch 0/5... Discriminator Loss: 1.1672... Generator Loss: 0.9469 Epoch 0/5... Discriminator Loss: 1.1246... Generator Loss: 1.0633 Epoch 0/5... Discriminator Loss: 1.0122... Generator Loss: 1.0902 Epoch 0/5... Discriminator Loss: 0.9107... Generator Loss: 1.0391 Epoch 0/5... Discriminator Loss: 1.2973... Generator Loss: 0.8811 Epoch 0/5... Discriminator Loss: 1.1174... Generator Loss: 1.0947 Epoch 0/5... Discriminator Loss: 0.9663... Generator Loss: 1.1997 Epoch 0/5... Discriminator Loss: 1.0260... Generator Loss: 1.1081
Epoch 0/5... Discriminator Loss: 0.8360... Generator Loss: 1.0893 Epoch 0/5... Discriminator Loss: 1.1068... Generator Loss: 1.4258 Epoch 0/5... Discriminator Loss: 1.1680... Generator Loss: 0.7539 Epoch 0/5... Discriminator Loss: 0.7558... Generator Loss: 1.3037 Epoch 0/5... Discriminator Loss: 0.9072... Generator Loss: 0.9516 Epoch 0/5... Discriminator Loss: 0.8318... Generator Loss: 1.3937 Epoch 0/5... Discriminator Loss: 0.9110... Generator Loss: 1.0408 Epoch 0/5... Discriminator Loss: 1.0174... Generator Loss: 1.0433 Epoch 0/5... Discriminator Loss: 0.9158... Generator Loss: 1.2628 Epoch 0/5... Discriminator Loss: 0.9898... Generator Loss: 2.0296
Epoch 0/5... Discriminator Loss: 0.8502... Generator Loss: 1.2990 Epoch 0/5... Discriminator Loss: 1.1234... Generator Loss: 0.8015 Epoch 0/5... Discriminator Loss: 1.0833... Generator Loss: 1.1707 Epoch 0/5... Discriminator Loss: 1.2785... Generator Loss: 0.7895 Epoch 0/5... Discriminator Loss: 0.8907... Generator Loss: 1.0223 Epoch 0/5... Discriminator Loss: 1.1519... Generator Loss: 0.7649 Epoch 0/5... Discriminator Loss: 0.9181... Generator Loss: 1.2027 Epoch 0/5... Discriminator Loss: 0.9699... Generator Loss: 1.2884 Epoch 0/5... Discriminator Loss: 1.0404... Generator Loss: 1.3821 Epoch 0/5... Discriminator Loss: 0.9408... Generator Loss: 1.2051
Epoch 0/5... Discriminator Loss: 1.3195... Generator Loss: 0.7499 Epoch 0/5... Discriminator Loss: 0.9604... Generator Loss: 1.3974 Epoch 0/5... Discriminator Loss: 1.0542... Generator Loss: 1.2101 Epoch 0/5... Discriminator Loss: 0.9042... Generator Loss: 1.4067 Epoch 0/5... Discriminator Loss: 1.0246... Generator Loss: 1.1076 Epoch 0/5... Discriminator Loss: 1.1235... Generator Loss: 1.0370 Epoch 0/5... Discriminator Loss: 0.9251... Generator Loss: 1.3169 Epoch 0/5... Discriminator Loss: 0.8780... Generator Loss: 1.1254 Epoch 0/5... Discriminator Loss: 0.9536... Generator Loss: 0.9775 Epoch 0/5... Discriminator Loss: 0.9077... Generator Loss: 1.7592
Epoch 0/5... Discriminator Loss: 0.8187... Generator Loss: 1.2037 Epoch 0/5... Discriminator Loss: 0.7270... Generator Loss: 1.2806 Epoch 0/5... Discriminator Loss: 0.9625... Generator Loss: 1.0262 Epoch 0/5... Discriminator Loss: 1.0536... Generator Loss: 1.2255 Epoch 0/5... Discriminator Loss: 0.9394... Generator Loss: 0.8425 Epoch 0/5... Discriminator Loss: 0.8888... Generator Loss: 1.2129 Epoch 0/5... Discriminator Loss: 0.8083... Generator Loss: 1.5196 Epoch 0/5... Discriminator Loss: 0.9545... Generator Loss: 1.0078 Epoch 0/5... Discriminator Loss: 1.0510... Generator Loss: 1.1487 Epoch 0/5... Discriminator Loss: 1.0068... Generator Loss: 1.0417
Epoch 0/5... Discriminator Loss: 0.9867... Generator Loss: 0.9063 Epoch 0/5... Discriminator Loss: 0.9909... Generator Loss: 1.1464 Epoch 0/5... Discriminator Loss: 1.1063... Generator Loss: 0.7619 Epoch 0/5... Discriminator Loss: 1.0317... Generator Loss: 1.1934 Epoch 0/5... Discriminator Loss: 0.8098... Generator Loss: 1.2468 Epoch 0/5... Discriminator Loss: 0.8986... Generator Loss: 1.3314 Epoch 0/5... Discriminator Loss: 1.0225... Generator Loss: 0.8728 Epoch 0/5... Discriminator Loss: 0.8768... Generator Loss: 1.5815 Epoch 0/5... Discriminator Loss: 0.9641... Generator Loss: 1.6483 Epoch 0/5... Discriminator Loss: 0.8330... Generator Loss: 1.2541
Epoch 0/5... Discriminator Loss: 0.9027... Generator Loss: 1.5708 Epoch 0/5... Discriminator Loss: 0.7930... Generator Loss: 1.2522 Epoch 0/5... Discriminator Loss: 0.9888... Generator Loss: 1.0424 Epoch 0/5... Discriminator Loss: 1.1642... Generator Loss: 0.5946 Epoch 0/5... Discriminator Loss: 1.2627... Generator Loss: 1.1643 Epoch 0/5... Discriminator Loss: 0.8810... Generator Loss: 1.0553 Epoch 0/5... Discriminator Loss: 1.0503... Generator Loss: 1.0835 Epoch 0/5... Discriminator Loss: 0.9097... Generator Loss: 1.3304 Epoch 0/5... Discriminator Loss: 1.0051... Generator Loss: 0.8924 Epoch 0/5... Discriminator Loss: 1.0147... Generator Loss: 1.1452
Epoch 0/5... Discriminator Loss: 0.9938... Generator Loss: 0.9900 Epoch 0/5... Discriminator Loss: 0.9002... Generator Loss: 1.0558 Epoch 0/5... Discriminator Loss: 0.8979... Generator Loss: 1.2152 Epoch 0/5... Discriminator Loss: 0.8932... Generator Loss: 1.3035 Epoch 0/5... Discriminator Loss: 0.9979... Generator Loss: 1.1020 Epoch 0/5... Discriminator Loss: 1.0296... Generator Loss: 0.8246 Epoch 0/5... Discriminator Loss: 0.8408... Generator Loss: 1.0726 Epoch 0/5... Discriminator Loss: 1.0513... Generator Loss: 0.9780 Epoch 0/5... Discriminator Loss: 0.9402... Generator Loss: 1.0742 Epoch 0/5... Discriminator Loss: 0.9004... Generator Loss: 0.9397
Epoch 0/5... Discriminator Loss: 1.0744... Generator Loss: 1.0222 Epoch 0/5... Discriminator Loss: 0.8565... Generator Loss: 1.1293 Epoch 0/5... Discriminator Loss: 1.2973... Generator Loss: 0.4776 Epoch 0/5... Discriminator Loss: 0.8110... Generator Loss: 1.3008 Epoch 0/5... Discriminator Loss: 1.2079... Generator Loss: 0.6445 Epoch 0/5... Discriminator Loss: 1.0651... Generator Loss: 0.7351 Epoch 0/5... Discriminator Loss: 0.9881... Generator Loss: 0.9596 Epoch 0/5... Discriminator Loss: 1.0091... Generator Loss: 1.3814 Epoch 0/5... Discriminator Loss: 0.9604... Generator Loss: 0.9919 Epoch 0/5... Discriminator Loss: 1.2046... Generator Loss: 1.5162
Epoch 0/5... Discriminator Loss: 1.1042... Generator Loss: 0.7010 Epoch 0/5... Discriminator Loss: 1.0661... Generator Loss: 0.9333 Epoch 0/5... Discriminator Loss: 0.8891... Generator Loss: 1.1684 Epoch 0/5... Discriminator Loss: 1.0048... Generator Loss: 0.9906 Epoch 0/5... Discriminator Loss: 1.0462... Generator Loss: 0.9993 Epoch 0/5... Discriminator Loss: 0.9236... Generator Loss: 1.1545 Epoch 0/5... Discriminator Loss: 0.9408... Generator Loss: 1.2431 Epoch 0/5... Discriminator Loss: 1.0358... Generator Loss: 0.8458 Epoch 0/5... Discriminator Loss: 0.8427... Generator Loss: 1.0912 Epoch 0/5... Discriminator Loss: 1.0764... Generator Loss: 0.6760
Epoch 0/5... Discriminator Loss: 0.8403... Generator Loss: 1.2978 Epoch 0/5... Discriminator Loss: 0.8889... Generator Loss: 0.9762 Epoch 0/5... Discriminator Loss: 1.0863... Generator Loss: 0.8650 Epoch 0/5... Discriminator Loss: 0.9293... Generator Loss: 0.9114 Epoch 0/5... Discriminator Loss: 0.8963... Generator Loss: 1.1065 Epoch 0/5... Discriminator Loss: 1.0601... Generator Loss: 1.2328 Epoch 0/5... Discriminator Loss: 0.9542... Generator Loss: 1.1632 Epoch 0/5... Discriminator Loss: 1.0889... Generator Loss: 0.8645 Epoch 0/5... Discriminator Loss: 0.8225... Generator Loss: 1.3640 Epoch 0/5... Discriminator Loss: 0.8780... Generator Loss: 1.2188
Epoch 0/5... Discriminator Loss: 0.8545... Generator Loss: 1.1456 Epoch 0/5... Discriminator Loss: 0.9300... Generator Loss: 0.9659 Epoch 0/5... Discriminator Loss: 1.0712... Generator Loss: 1.4424 Epoch 0/5... Discriminator Loss: 0.8498... Generator Loss: 1.6696 Epoch 0/5... Discriminator Loss: 1.1666... Generator Loss: 0.6232 Epoch 0/5... Discriminator Loss: 0.8860... Generator Loss: 1.2279 Epoch 0/5... Discriminator Loss: 1.2007... Generator Loss: 0.6110 Epoch 0/5... Discriminator Loss: 0.8266... Generator Loss: 1.1885 Epoch 0/5... Discriminator Loss: 0.9827... Generator Loss: 1.1748 Epoch 0/5... Discriminator Loss: 0.8419... Generator Loss: 1.4355
Epoch 0/5... Discriminator Loss: 1.0031... Generator Loss: 0.9100 Epoch 0/5... Discriminator Loss: 0.8161... Generator Loss: 1.1559 Epoch 0/5... Discriminator Loss: 1.1161... Generator Loss: 1.2950 Epoch 0/5... Discriminator Loss: 0.8355... Generator Loss: 1.2904 Epoch 0/5... Discriminator Loss: 1.0380... Generator Loss: 0.9077 Epoch 0/5... Discriminator Loss: 0.9687... Generator Loss: 1.4481 Epoch 0/5... Discriminator Loss: 0.8824... Generator Loss: 1.1614 Epoch 0/5... Discriminator Loss: 0.9855... Generator Loss: 1.0610 Epoch 0/5... Discriminator Loss: 0.7279... Generator Loss: 1.3548 Epoch 0/5... Discriminator Loss: 1.1715... Generator Loss: 0.6459
Epoch 0/5... Discriminator Loss: 0.9896... Generator Loss: 0.9742 Epoch 0/5... Discriminator Loss: 0.8834... Generator Loss: 0.9778 Epoch 0/5... Discriminator Loss: 0.9377... Generator Loss: 1.1841 Epoch 0/5... Discriminator Loss: 1.0875... Generator Loss: 0.7593 Epoch 0/5... Discriminator Loss: 1.0223... Generator Loss: 0.8907 Epoch 0/5... Discriminator Loss: 1.0250... Generator Loss: 0.9880 Epoch 0/5... Discriminator Loss: 0.9596... Generator Loss: 1.1245 Epoch 0/5... Discriminator Loss: 0.8825... Generator Loss: 1.1745 Epoch 0/5... Discriminator Loss: 0.8730... Generator Loss: 1.3201 Epoch 0/5... Discriminator Loss: 0.7834... Generator Loss: 1.1153
Epoch 0/5... Discriminator Loss: 0.9025... Generator Loss: 1.2915 Epoch 0/5... Discriminator Loss: 1.1158... Generator Loss: 0.6683 Epoch 0/5... Discriminator Loss: 1.3641... Generator Loss: 0.5326 Epoch 0/5... Discriminator Loss: 0.8635... Generator Loss: 1.1072 Epoch 0/5... Discriminator Loss: 1.0929... Generator Loss: 0.7285 Epoch 0/5... Discriminator Loss: 0.9720... Generator Loss: 0.6973 Epoch 0/5... Discriminator Loss: 1.2385... Generator Loss: 0.6227 Epoch 0/5... Discriminator Loss: 0.9762... Generator Loss: 0.9121 Epoch 0/5... Discriminator Loss: 0.8808... Generator Loss: 1.3378 Epoch 0/5... Discriminator Loss: 0.9244... Generator Loss: 1.0529
Epoch 0/5... Discriminator Loss: 0.9499... Generator Loss: 1.0967 Epoch 0/5... Discriminator Loss: 0.9946... Generator Loss: 0.7944 Epoch 0/5... Discriminator Loss: 0.9439... Generator Loss: 0.9927 Epoch 0/5... Discriminator Loss: 1.0158... Generator Loss: 1.1096 Epoch 0/5... Discriminator Loss: 0.9978... Generator Loss: 1.1034 Epoch 0/5... Discriminator Loss: 1.1636... Generator Loss: 0.6811 Epoch 0/5... Discriminator Loss: 0.9389... Generator Loss: 0.9282 Epoch 0/5... Discriminator Loss: 1.0509... Generator Loss: 0.8075 Epoch 0/5... Discriminator Loss: 0.8932... Generator Loss: 0.9774 Epoch 0/5... Discriminator Loss: 0.9505... Generator Loss: 1.0331
Epoch 0/5... Discriminator Loss: 0.8525... Generator Loss: 1.0189 Epoch 0/5... Discriminator Loss: 0.9485... Generator Loss: 1.1837 Epoch 0/5... Discriminator Loss: 0.9669... Generator Loss: 0.9888 Epoch 0/5... Discriminator Loss: 0.5674... Generator Loss: 1.6605 Epoch 0/5... Discriminator Loss: 0.8703... Generator Loss: 1.0781 Epoch 0/5... Discriminator Loss: 0.9587... Generator Loss: 1.3200 Epoch 0/5... Discriminator Loss: 0.8529... Generator Loss: 1.2317 Epoch 0/5... Discriminator Loss: 0.8902... Generator Loss: 1.1828 Epoch 0/5... Discriminator Loss: 1.1705... Generator Loss: 0.6067 Epoch 0/5... Discriminator Loss: 1.1402... Generator Loss: 0.6785
Epoch 0/5... Discriminator Loss: 1.0324... Generator Loss: 1.2436 Epoch 0/5... Discriminator Loss: 0.8295... Generator Loss: 1.1608 Epoch 0/5... Discriminator Loss: 1.0264... Generator Loss: 0.8039 Epoch 0/5... Discriminator Loss: 0.8417... Generator Loss: 0.8494 Epoch 0/5... Discriminator Loss: 0.8689... Generator Loss: 0.9683 Epoch 0/5... Discriminator Loss: 1.0347... Generator Loss: 1.2950 Epoch 0/5... Discriminator Loss: 0.7487... Generator Loss: 1.2245 Epoch 0/5... Discriminator Loss: 0.8312... Generator Loss: 1.3822 Epoch 0/5... Discriminator Loss: 0.8746... Generator Loss: 0.9647 Epoch 0/5... Discriminator Loss: 1.0014... Generator Loss: 0.7550
Epoch 0/5... Discriminator Loss: 0.7559... Generator Loss: 1.3890 Epoch 0/5... Discriminator Loss: 0.8687... Generator Loss: 1.5082 Epoch 0/5... Discriminator Loss: 0.9540... Generator Loss: 0.9678 Epoch 0/5... Discriminator Loss: 0.8277... Generator Loss: 1.1704 Epoch 0/5... Discriminator Loss: 0.8296... Generator Loss: 1.1689 Epoch 0/5... Discriminator Loss: 0.9533... Generator Loss: 0.8791 Epoch 0/5... Discriminator Loss: 0.9118... Generator Loss: 1.0256 Epoch 0/5... Discriminator Loss: 0.9326... Generator Loss: 1.0726 Epoch 0/5... Discriminator Loss: 1.0085... Generator Loss: 0.7725 Epoch 0/5... Discriminator Loss: 1.0178... Generator Loss: 0.8072
Epoch 0/5... Discriminator Loss: 1.1006... Generator Loss: 0.8562 Epoch 0/5... Discriminator Loss: 1.0909... Generator Loss: 0.7456 Epoch 0/5... Discriminator Loss: 0.9924... Generator Loss: 0.8711 Epoch 0/5... Discriminator Loss: 0.9665... Generator Loss: 0.9117 Epoch 0/5... Discriminator Loss: 1.0626... Generator Loss: 0.9225 Epoch 0/5... Discriminator Loss: 1.0175... Generator Loss: 0.7141 Epoch 0/5... Discriminator Loss: 0.9884... Generator Loss: 1.1248 Epoch 0/5... Discriminator Loss: 0.8439... Generator Loss: 1.2903 Epoch 0/5... Discriminator Loss: 0.6894... Generator Loss: 1.2608 Epoch 0/5... Discriminator Loss: 0.8654... Generator Loss: 1.0701
Epoch 0/5... Discriminator Loss: 0.9937... Generator Loss: 1.2501 Epoch 0/5... Discriminator Loss: 0.9622... Generator Loss: 1.1333 Epoch 0/5... Discriminator Loss: 0.7906... Generator Loss: 1.2140 Epoch 0/5... Discriminator Loss: 1.0397... Generator Loss: 0.7375 Epoch 0/5... Discriminator Loss: 0.9496... Generator Loss: 0.8484 Epoch 0/5... Discriminator Loss: 1.0652... Generator Loss: 1.4043 Epoch 0/5... Discriminator Loss: 1.0160... Generator Loss: 0.8270 Epoch 0/5... Discriminator Loss: 1.1265... Generator Loss: 0.8111 Epoch 0/5... Discriminator Loss: 0.9692... Generator Loss: 0.9474 Epoch 0/5... Discriminator Loss: 0.9749... Generator Loss: 0.9311
Epoch 0/5... Discriminator Loss: 0.8329... Generator Loss: 1.5411 Epoch 0/5... Discriminator Loss: 0.8303... Generator Loss: 1.6160 Epoch 0/5... Discriminator Loss: 0.9343... Generator Loss: 1.1721 Epoch 0/5... Discriminator Loss: 0.7078... Generator Loss: 1.3942 Epoch 0/5... Discriminator Loss: 0.8290... Generator Loss: 1.2696 Epoch 0/5... Discriminator Loss: 0.9725... Generator Loss: 1.0881 Epoch 0/5... Discriminator Loss: 0.9716... Generator Loss: 1.0746 Epoch 0/5... Discriminator Loss: 0.7457... Generator Loss: 1.4092 Epoch 0/5... Discriminator Loss: 0.5287... Generator Loss: 1.6389 Epoch 0/5... Discriminator Loss: 0.9940... Generator Loss: 0.9762
Epoch 0/5... Discriminator Loss: 0.7331... Generator Loss: 1.0598 Epoch 0/5... Discriminator Loss: 0.9222... Generator Loss: 1.0870 Epoch 0/5... Discriminator Loss: 1.0763... Generator Loss: 0.7548 Epoch 0/5... Discriminator Loss: 1.2232... Generator Loss: 0.5906 Epoch 0/5... Discriminator Loss: 0.9427... Generator Loss: 0.8706 Epoch 0/5... Discriminator Loss: 1.1501... Generator Loss: 0.7187 Epoch 0/5... Discriminator Loss: 0.9189... Generator Loss: 0.8296 Epoch 1/5... Discriminator Loss: 0.9843... Generator Loss: 1.0048 Epoch 1/5... Discriminator Loss: 0.7203... Generator Loss: 1.3064 Epoch 1/5... Discriminator Loss: 1.1386... Generator Loss: 0.6397
Epoch 1/5... Discriminator Loss: 0.9921... Generator Loss: 1.0384 Epoch 1/5... Discriminator Loss: 1.3151... Generator Loss: 0.5129 Epoch 1/5... Discriminator Loss: 0.9991... Generator Loss: 0.8751 Epoch 1/5... Discriminator Loss: 0.9484... Generator Loss: 0.9420 Epoch 1/5... Discriminator Loss: 0.9358... Generator Loss: 1.0218 Epoch 1/5... Discriminator Loss: 1.1002... Generator Loss: 0.7415 Epoch 1/5... Discriminator Loss: 1.2351... Generator Loss: 1.0393 Epoch 1/5... Discriminator Loss: 1.0248... Generator Loss: 0.8178 Epoch 1/5... Discriminator Loss: 0.8685... Generator Loss: 0.9977 Epoch 1/5... Discriminator Loss: 0.8647... Generator Loss: 0.9679
Epoch 1/5... Discriminator Loss: 1.1111... Generator Loss: 0.7428 Epoch 1/5... Discriminator Loss: 0.7587... Generator Loss: 1.2438 Epoch 1/5... Discriminator Loss: 0.9008... Generator Loss: 0.9195 Epoch 1/5... Discriminator Loss: 1.0137... Generator Loss: 1.4750 Epoch 1/5... Discriminator Loss: 0.9872... Generator Loss: 1.0496 Epoch 1/5... Discriminator Loss: 1.1741... Generator Loss: 0.8756 Epoch 1/5... Discriminator Loss: 0.6418... Generator Loss: 1.3287 Epoch 1/5... Discriminator Loss: 1.1659... Generator Loss: 0.6416 Epoch 1/5... Discriminator Loss: 0.8432... Generator Loss: 0.9436 Epoch 1/5... Discriminator Loss: 1.2931... Generator Loss: 0.5088
Epoch 1/5... Discriminator Loss: 0.9048... Generator Loss: 1.1428 Epoch 1/5... Discriminator Loss: 0.7839... Generator Loss: 1.1573 Epoch 1/5... Discriminator Loss: 1.0648... Generator Loss: 1.0413 Epoch 1/5... Discriminator Loss: 0.8559... Generator Loss: 1.1369 Epoch 1/5... Discriminator Loss: 0.8024... Generator Loss: 1.5868 Epoch 1/5... Discriminator Loss: 0.9074... Generator Loss: 0.9466 Epoch 1/5... Discriminator Loss: 1.0481... Generator Loss: 0.8139 Epoch 1/5... Discriminator Loss: 1.0693... Generator Loss: 0.8575 Epoch 1/5... Discriminator Loss: 1.1772... Generator Loss: 0.7396 Epoch 1/5... Discriminator Loss: 0.9435... Generator Loss: 1.1039
Epoch 1/5... Discriminator Loss: 0.9982... Generator Loss: 0.9640 Epoch 1/5... Discriminator Loss: 0.7691... Generator Loss: 1.4309 Epoch 1/5... Discriminator Loss: 0.7903... Generator Loss: 1.3222 Epoch 1/5... Discriminator Loss: 0.8438... Generator Loss: 0.9840 Epoch 1/5... Discriminator Loss: 1.1177... Generator Loss: 0.9632 Epoch 1/5... Discriminator Loss: 1.0528... Generator Loss: 1.0615 Epoch 1/5... Discriminator Loss: 1.0378... Generator Loss: 0.7335 Epoch 1/5... Discriminator Loss: 0.8612... Generator Loss: 1.2613 Epoch 1/5... Discriminator Loss: 0.8038... Generator Loss: 1.1070 Epoch 1/5... Discriminator Loss: 1.0211... Generator Loss: 0.7809
Epoch 1/5... Discriminator Loss: 0.9352... Generator Loss: 0.8202 Epoch 1/5... Discriminator Loss: 1.0566... Generator Loss: 0.7769 Epoch 1/5... Discriminator Loss: 0.9076... Generator Loss: 0.9831 Epoch 1/5... Discriminator Loss: 0.9917... Generator Loss: 1.0549 Epoch 1/5... Discriminator Loss: 1.0936... Generator Loss: 0.8413 Epoch 1/5... Discriminator Loss: 1.0074... Generator Loss: 0.9656 Epoch 1/5... Discriminator Loss: 1.0916... Generator Loss: 0.7436 Epoch 1/5... Discriminator Loss: 1.0587... Generator Loss: 1.6719 Epoch 1/5... Discriminator Loss: 0.7971... Generator Loss: 1.3591 Epoch 1/5... Discriminator Loss: 0.8194... Generator Loss: 0.9974
Epoch 1/5... Discriminator Loss: 1.2832... Generator Loss: 0.5591 Epoch 1/5... Discriminator Loss: 0.7817... Generator Loss: 1.2311 Epoch 1/5... Discriminator Loss: 1.0245... Generator Loss: 0.7765 Epoch 1/5... Discriminator Loss: 1.0877... Generator Loss: 1.0219 Epoch 1/5... Discriminator Loss: 0.8862... Generator Loss: 0.9416 Epoch 1/5... Discriminator Loss: 0.8623... Generator Loss: 1.0621 Epoch 1/5... Discriminator Loss: 0.8648... Generator Loss: 1.0671 Epoch 1/5... Discriminator Loss: 1.2470... Generator Loss: 0.5451 Epoch 1/5... Discriminator Loss: 0.9969... Generator Loss: 1.0124 Epoch 1/5... Discriminator Loss: 0.9537... Generator Loss: 0.8099
Epoch 1/5... Discriminator Loss: 0.4856... Generator Loss: 1.8155 Epoch 1/5... Discriminator Loss: 1.1096... Generator Loss: 0.7466 Epoch 1/5... Discriminator Loss: 0.8427... Generator Loss: 0.9856 Epoch 1/5... Discriminator Loss: 1.0935... Generator Loss: 0.9097 Epoch 1/5... Discriminator Loss: 0.8629... Generator Loss: 1.3927 Epoch 1/5... Discriminator Loss: 1.1308... Generator Loss: 1.0248 Epoch 1/5... Discriminator Loss: 0.9865... Generator Loss: 0.8529 Epoch 1/5... Discriminator Loss: 1.1829... Generator Loss: 0.6533 Epoch 1/5... Discriminator Loss: 1.0030... Generator Loss: 0.7925 Epoch 1/5... Discriminator Loss: 1.1902... Generator Loss: 0.7022
Epoch 1/5... Discriminator Loss: 0.8845... Generator Loss: 1.0919 Epoch 1/5... Discriminator Loss: 0.7532... Generator Loss: 1.2765 Epoch 1/5... Discriminator Loss: 1.2164... Generator Loss: 0.9845 Epoch 1/5... Discriminator Loss: 1.2257... Generator Loss: 0.7508 Epoch 1/5... Discriminator Loss: 0.9589... Generator Loss: 0.8940 Epoch 1/5... Discriminator Loss: 0.9278... Generator Loss: 0.9591 Epoch 1/5... Discriminator Loss: 0.8543... Generator Loss: 1.1323 Epoch 1/5... Discriminator Loss: 0.9294... Generator Loss: 0.8468 Epoch 1/5... Discriminator Loss: 1.3324... Generator Loss: 0.7406 Epoch 1/5... Discriminator Loss: 0.9566... Generator Loss: 0.7958
Epoch 1/5... Discriminator Loss: 0.7459... Generator Loss: 1.3522 Epoch 1/5... Discriminator Loss: 0.9067... Generator Loss: 0.9623 Epoch 1/5... Discriminator Loss: 0.9554... Generator Loss: 0.9844 Epoch 1/5... Discriminator Loss: 0.6765... Generator Loss: 1.2091 Epoch 1/5... Discriminator Loss: 1.0276... Generator Loss: 1.1337 Epoch 1/5... Discriminator Loss: 1.0724... Generator Loss: 0.9994 Epoch 1/5... Discriminator Loss: 1.0414... Generator Loss: 0.8290 Epoch 1/5... Discriminator Loss: 0.9890... Generator Loss: 1.0880 Epoch 1/5... Discriminator Loss: 1.0278... Generator Loss: 0.8207 Epoch 1/5... Discriminator Loss: 0.9472... Generator Loss: 0.8638
Epoch 1/5... Discriminator Loss: 0.9280... Generator Loss: 0.8524 Epoch 1/5... Discriminator Loss: 1.0854... Generator Loss: 0.6658 Epoch 1/5... Discriminator Loss: 1.0426... Generator Loss: 0.8588 Epoch 1/5... Discriminator Loss: 0.7590... Generator Loss: 1.1068 Epoch 1/5... Discriminator Loss: 1.1937... Generator Loss: 0.5828 Epoch 1/5... Discriminator Loss: 1.0254... Generator Loss: 0.7411 Epoch 1/5... Discriminator Loss: 1.1623... Generator Loss: 0.6362 Epoch 1/5... Discriminator Loss: 0.8864... Generator Loss: 1.2026 Epoch 1/5... Discriminator Loss: 0.8763... Generator Loss: 1.1377 Epoch 1/5... Discriminator Loss: 0.9598... Generator Loss: 0.9242
Epoch 1/5... Discriminator Loss: 0.7855... Generator Loss: 1.0931 Epoch 1/5... Discriminator Loss: 0.8068... Generator Loss: 1.3603 Epoch 1/5... Discriminator Loss: 1.1123... Generator Loss: 0.7438 Epoch 1/5... Discriminator Loss: 0.9940... Generator Loss: 1.0602 Epoch 1/5... Discriminator Loss: 0.9707... Generator Loss: 0.9673 Epoch 1/5... Discriminator Loss: 0.9999... Generator Loss: 0.7825 Epoch 1/5... Discriminator Loss: 0.9963... Generator Loss: 1.1148 Epoch 1/5... Discriminator Loss: 0.9968... Generator Loss: 0.9456 Epoch 1/5... Discriminator Loss: 0.8851... Generator Loss: 1.1315 Epoch 1/5... Discriminator Loss: 0.6980... Generator Loss: 1.4947
Epoch 1/5... Discriminator Loss: 1.0550... Generator Loss: 0.6709 Epoch 1/5... Discriminator Loss: 1.0506... Generator Loss: 0.7332 Epoch 1/5... Discriminator Loss: 0.8154... Generator Loss: 1.2588 Epoch 1/5... Discriminator Loss: 1.0702... Generator Loss: 0.6345 Epoch 1/5... Discriminator Loss: 0.9024... Generator Loss: 0.8676 Epoch 1/5... Discriminator Loss: 0.8093... Generator Loss: 1.0807 Epoch 1/5... Discriminator Loss: 0.8896... Generator Loss: 1.2999 Epoch 1/5... Discriminator Loss: 0.9802... Generator Loss: 1.0403 Epoch 1/5... Discriminator Loss: 0.9492... Generator Loss: 1.1168 Epoch 1/5... Discriminator Loss: 1.0379... Generator Loss: 0.9986
Epoch 1/5... Discriminator Loss: 0.9650... Generator Loss: 0.8691 Epoch 1/5... Discriminator Loss: 1.2177... Generator Loss: 0.5231 Epoch 1/5... Discriminator Loss: 0.8153... Generator Loss: 1.1264 Epoch 1/5... Discriminator Loss: 0.5984... Generator Loss: 1.5029 Epoch 1/5... Discriminator Loss: 0.8909... Generator Loss: 0.9391 Epoch 1/5... Discriminator Loss: 1.1800... Generator Loss: 1.0959 Epoch 1/5... Discriminator Loss: 0.6903... Generator Loss: 1.6842 Epoch 1/5... Discriminator Loss: 0.9200... Generator Loss: 0.9217 Epoch 1/5... Discriminator Loss: 1.1835... Generator Loss: 0.6136 Epoch 1/5... Discriminator Loss: 0.8275... Generator Loss: 1.3371
Epoch 1/5... Discriminator Loss: 1.0858... Generator Loss: 0.6529 Epoch 1/5... Discriminator Loss: 0.8080... Generator Loss: 1.0964 Epoch 1/5... Discriminator Loss: 0.8234... Generator Loss: 0.9703 Epoch 1/5... Discriminator Loss: 1.2063... Generator Loss: 0.5370 Epoch 1/5... Discriminator Loss: 1.2005... Generator Loss: 1.0271 Epoch 1/5... Discriminator Loss: 1.2583... Generator Loss: 0.7032 Epoch 1/5... Discriminator Loss: 1.2200... Generator Loss: 0.5755 Epoch 1/5... Discriminator Loss: 0.8566... Generator Loss: 1.1316 Epoch 1/5... Discriminator Loss: 1.0618... Generator Loss: 0.7713 Epoch 1/5... Discriminator Loss: 1.1276... Generator Loss: 0.6892
Epoch 1/5... Discriminator Loss: 0.9643... Generator Loss: 0.7905 Epoch 1/5... Discriminator Loss: 1.0498... Generator Loss: 0.9409 Epoch 1/5... Discriminator Loss: 0.8906... Generator Loss: 1.0043 Epoch 1/5... Discriminator Loss: 0.8684... Generator Loss: 1.0310 Epoch 1/5... Discriminator Loss: 0.9952... Generator Loss: 0.9574 Epoch 1/5... Discriminator Loss: 0.9201... Generator Loss: 0.8665 Epoch 1/5... Discriminator Loss: 0.8170... Generator Loss: 1.0320 Epoch 1/5... Discriminator Loss: 0.9454... Generator Loss: 0.8433 Epoch 1/5... Discriminator Loss: 0.9436... Generator Loss: 0.9563 Epoch 1/5... Discriminator Loss: 0.9446... Generator Loss: 0.9277
Epoch 1/5... Discriminator Loss: 1.1623... Generator Loss: 1.0205 Epoch 1/5... Discriminator Loss: 0.9049... Generator Loss: 1.0713 Epoch 1/5... Discriminator Loss: 0.9093... Generator Loss: 1.0036 Epoch 1/5... Discriminator Loss: 0.9630... Generator Loss: 0.9351 Epoch 1/5... Discriminator Loss: 0.8714... Generator Loss: 0.9542 Epoch 1/5... Discriminator Loss: 0.9300... Generator Loss: 0.9704 Epoch 1/5... Discriminator Loss: 0.8999... Generator Loss: 1.0366 Epoch 1/5... Discriminator Loss: 0.8949... Generator Loss: 1.1681 Epoch 1/5... Discriminator Loss: 1.0856... Generator Loss: 1.0419 Epoch 1/5... Discriminator Loss: 1.3064... Generator Loss: 0.6002
Epoch 1/5... Discriminator Loss: 0.7980... Generator Loss: 1.1038 Epoch 1/5... Discriminator Loss: 0.7989... Generator Loss: 1.0441 Epoch 1/5... Discriminator Loss: 0.9516... Generator Loss: 0.8214 Epoch 1/5... Discriminator Loss: 0.7111... Generator Loss: 1.6838 Epoch 1/5... Discriminator Loss: 1.2088... Generator Loss: 0.6448 Epoch 1/5... Discriminator Loss: 1.1658... Generator Loss: 0.5824 Epoch 1/5... Discriminator Loss: 0.9035... Generator Loss: 0.9379 Epoch 1/5... Discriminator Loss: 1.0431... Generator Loss: 0.6764 Epoch 1/5... Discriminator Loss: 0.8473... Generator Loss: 1.1974 Epoch 1/5... Discriminator Loss: 0.9565... Generator Loss: 0.8630
Epoch 1/5... Discriminator Loss: 1.0546... Generator Loss: 0.6302 Epoch 1/5... Discriminator Loss: 0.9247... Generator Loss: 0.9311 Epoch 1/5... Discriminator Loss: 0.9148... Generator Loss: 0.9984 Epoch 1/5... Discriminator Loss: 0.6829... Generator Loss: 1.5116 Epoch 1/5... Discriminator Loss: 0.8680... Generator Loss: 1.0417 Epoch 1/5... Discriminator Loss: 0.7750... Generator Loss: 1.2691 Epoch 1/5... Discriminator Loss: 0.8518... Generator Loss: 1.1951 Epoch 1/5... Discriminator Loss: 1.4870... Generator Loss: 0.3948 Epoch 1/5... Discriminator Loss: 1.0309... Generator Loss: 0.8332 Epoch 1/5... Discriminator Loss: 1.4346... Generator Loss: 0.4241
Epoch 1/5... Discriminator Loss: 0.8956... Generator Loss: 1.1041 Epoch 1/5... Discriminator Loss: 1.1009... Generator Loss: 0.6796 Epoch 1/5... Discriminator Loss: 1.0987... Generator Loss: 0.7249 Epoch 1/5... Discriminator Loss: 0.7511... Generator Loss: 1.3775 Epoch 1/5... Discriminator Loss: 1.1746... Generator Loss: 0.6188 Epoch 1/5... Discriminator Loss: 0.9292... Generator Loss: 1.0389 Epoch 1/5... Discriminator Loss: 0.8267... Generator Loss: 0.9025 Epoch 1/5... Discriminator Loss: 0.7482... Generator Loss: 1.3559 Epoch 1/5... Discriminator Loss: 0.9064... Generator Loss: 0.9809 Epoch 1/5... Discriminator Loss: 0.9147... Generator Loss: 0.9639
Epoch 1/5... Discriminator Loss: 0.8782... Generator Loss: 1.1727 Epoch 1/5... Discriminator Loss: 1.0925... Generator Loss: 0.6370 Epoch 1/5... Discriminator Loss: 0.9125... Generator Loss: 1.0441 Epoch 1/5... Discriminator Loss: 0.9060... Generator Loss: 0.8378 Epoch 1/5... Discriminator Loss: 1.0053... Generator Loss: 0.8622 Epoch 1/5... Discriminator Loss: 0.9917... Generator Loss: 0.8824 Epoch 1/5... Discriminator Loss: 1.0512... Generator Loss: 1.0222 Epoch 1/5... Discriminator Loss: 0.8439... Generator Loss: 1.0171 Epoch 1/5... Discriminator Loss: 1.0758... Generator Loss: 0.7850 Epoch 1/5... Discriminator Loss: 0.9048... Generator Loss: 0.9308
Epoch 1/5... Discriminator Loss: 0.8355... Generator Loss: 0.9423 Epoch 1/5... Discriminator Loss: 0.9093... Generator Loss: 1.4736 Epoch 1/5... Discriminator Loss: 0.8216... Generator Loss: 0.8721 Epoch 1/5... Discriminator Loss: 0.9391... Generator Loss: 0.8293 Epoch 1/5... Discriminator Loss: 1.1423... Generator Loss: 0.6882 Epoch 1/5... Discriminator Loss: 0.9438... Generator Loss: 1.0191 Epoch 1/5... Discriminator Loss: 0.9361... Generator Loss: 0.7914 Epoch 1/5... Discriminator Loss: 0.8996... Generator Loss: 1.5524 Epoch 1/5... Discriminator Loss: 0.6082... Generator Loss: 1.4158 Epoch 1/5... Discriminator Loss: 0.9653... Generator Loss: 0.6824
Epoch 1/5... Discriminator Loss: 0.8929... Generator Loss: 1.0752 Epoch 1/5... Discriminator Loss: 0.8001... Generator Loss: 1.2031 Epoch 1/5... Discriminator Loss: 0.7914... Generator Loss: 1.0393 Epoch 1/5... Discriminator Loss: 1.1542... Generator Loss: 1.0021 Epoch 1/5... Discriminator Loss: 0.8092... Generator Loss: 1.3951 Epoch 1/5... Discriminator Loss: 0.7371... Generator Loss: 1.5557 Epoch 1/5... Discriminator Loss: 0.8564... Generator Loss: 1.0122 Epoch 1/5... Discriminator Loss: 0.9573... Generator Loss: 0.8828 Epoch 1/5... Discriminator Loss: 1.0007... Generator Loss: 0.8956 Epoch 1/5... Discriminator Loss: 1.1055... Generator Loss: 0.7134
Epoch 1/5... Discriminator Loss: 0.7528... Generator Loss: 1.2881 Epoch 1/5... Discriminator Loss: 0.9044... Generator Loss: 1.0536 Epoch 1/5... Discriminator Loss: 0.8460... Generator Loss: 1.1052 Epoch 1/5... Discriminator Loss: 1.1199... Generator Loss: 0.5622 Epoch 1/5... Discriminator Loss: 0.8331... Generator Loss: 1.1029 Epoch 1/5... Discriminator Loss: 0.8829... Generator Loss: 1.0387 Epoch 1/5... Discriminator Loss: 0.8837... Generator Loss: 1.2151 Epoch 1/5... Discriminator Loss: 1.0738... Generator Loss: 1.0047 Epoch 1/5... Discriminator Loss: 1.0080... Generator Loss: 0.8230 Epoch 1/5... Discriminator Loss: 0.8969... Generator Loss: 1.0252
Epoch 1/5... Discriminator Loss: 0.9278... Generator Loss: 1.1838 Epoch 1/5... Discriminator Loss: 1.0161... Generator Loss: 1.0699 Epoch 1/5... Discriminator Loss: 1.0381... Generator Loss: 1.1607 Epoch 1/5... Discriminator Loss: 1.0637... Generator Loss: 0.8172 Epoch 1/5... Discriminator Loss: 0.8775... Generator Loss: 1.0009 Epoch 1/5... Discriminator Loss: 0.9066... Generator Loss: 0.9175 Epoch 1/5... Discriminator Loss: 1.0687... Generator Loss: 0.7988 Epoch 1/5... Discriminator Loss: 1.2001... Generator Loss: 0.6832 Epoch 1/5... Discriminator Loss: 0.9908... Generator Loss: 1.0095 Epoch 1/5... Discriminator Loss: 1.1841... Generator Loss: 1.3252
Epoch 1/5... Discriminator Loss: 0.9444... Generator Loss: 0.7804 Epoch 1/5... Discriminator Loss: 1.5869... Generator Loss: 0.3561 Epoch 1/5... Discriminator Loss: 0.9770... Generator Loss: 1.2538 Epoch 1/5... Discriminator Loss: 0.9099... Generator Loss: 1.5361 Epoch 1/5... Discriminator Loss: 0.9085... Generator Loss: 0.8320 Epoch 1/5... Discriminator Loss: 0.9183... Generator Loss: 1.2665 Epoch 1/5... Discriminator Loss: 0.9710... Generator Loss: 0.7575 Epoch 1/5... Discriminator Loss: 0.8678... Generator Loss: 1.0807 Epoch 1/5... Discriminator Loss: 0.9636... Generator Loss: 0.8584 Epoch 1/5... Discriminator Loss: 1.0248... Generator Loss: 0.7766
Epoch 1/5... Discriminator Loss: 0.9425... Generator Loss: 1.2136 Epoch 1/5... Discriminator Loss: 1.0244... Generator Loss: 0.7299 Epoch 1/5... Discriminator Loss: 0.7776... Generator Loss: 1.4008 Epoch 1/5... Discriminator Loss: 1.0816... Generator Loss: 0.9593 Epoch 1/5... Discriminator Loss: 0.8991... Generator Loss: 0.8956 Epoch 1/5... Discriminator Loss: 0.9495... Generator Loss: 1.0111 Epoch 1/5... Discriminator Loss: 1.1176... Generator Loss: 0.6280 Epoch 1/5... Discriminator Loss: 1.0101... Generator Loss: 0.8424 Epoch 1/5... Discriminator Loss: 1.0414... Generator Loss: 0.7395 Epoch 1/5... Discriminator Loss: 0.8527... Generator Loss: 0.8525
Epoch 1/5... Discriminator Loss: 0.9268... Generator Loss: 1.0897 Epoch 1/5... Discriminator Loss: 0.8075... Generator Loss: 0.9827 Epoch 1/5... Discriminator Loss: 0.8213... Generator Loss: 1.0818 Epoch 1/5... Discriminator Loss: 1.1551... Generator Loss: 0.5521 Epoch 1/5... Discriminator Loss: 0.9245... Generator Loss: 0.9426 Epoch 1/5... Discriminator Loss: 1.0269... Generator Loss: 1.1479 Epoch 1/5... Discriminator Loss: 0.9852... Generator Loss: 0.7664 Epoch 1/5... Discriminator Loss: 0.8828... Generator Loss: 0.9206 Epoch 1/5... Discriminator Loss: 0.8196... Generator Loss: 1.0363 Epoch 1/5... Discriminator Loss: 1.1355... Generator Loss: 0.8397
Epoch 1/5... Discriminator Loss: 0.9521... Generator Loss: 0.8735 Epoch 1/5... Discriminator Loss: 0.8813... Generator Loss: 1.0757 Epoch 1/5... Discriminator Loss: 0.9190... Generator Loss: 0.8287 Epoch 1/5... Discriminator Loss: 0.8852... Generator Loss: 1.0092 Epoch 1/5... Discriminator Loss: 1.2166... Generator Loss: 0.7245 Epoch 1/5... Discriminator Loss: 1.0348... Generator Loss: 0.7560 Epoch 1/5... Discriminator Loss: 1.1195... Generator Loss: 1.1108 Epoch 1/5... Discriminator Loss: 0.9985... Generator Loss: 0.8437 Epoch 1/5... Discriminator Loss: 0.9324... Generator Loss: 1.0264 Epoch 1/5... Discriminator Loss: 0.9533... Generator Loss: 0.8503
Epoch 1/5... Discriminator Loss: 1.0529... Generator Loss: 0.7263 Epoch 1/5... Discriminator Loss: 0.9224... Generator Loss: 1.1593 Epoch 1/5... Discriminator Loss: 0.8410... Generator Loss: 1.3355 Epoch 1/5... Discriminator Loss: 1.3421... Generator Loss: 0.5366 Epoch 1/5... Discriminator Loss: 0.9094... Generator Loss: 1.0846 Epoch 1/5... Discriminator Loss: 0.8638... Generator Loss: 1.2278 Epoch 1/5... Discriminator Loss: 0.8258... Generator Loss: 1.3387 Epoch 1/5... Discriminator Loss: 1.1179... Generator Loss: 0.7815 Epoch 1/5... Discriminator Loss: 0.9624... Generator Loss: 0.9734 Epoch 1/5... Discriminator Loss: 1.0907... Generator Loss: 0.6435
Epoch 1/5... Discriminator Loss: 0.9661... Generator Loss: 0.7844 Epoch 1/5... Discriminator Loss: 0.9525... Generator Loss: 1.2080 Epoch 1/5... Discriminator Loss: 0.8748... Generator Loss: 1.0464 Epoch 1/5... Discriminator Loss: 1.1942... Generator Loss: 0.6216 Epoch 1/5... Discriminator Loss: 1.2175... Generator Loss: 0.5505 Epoch 1/5... Discriminator Loss: 0.9439... Generator Loss: 0.9652 Epoch 1/5... Discriminator Loss: 1.1665... Generator Loss: 0.6687 Epoch 1/5... Discriminator Loss: 0.8973... Generator Loss: 1.0220 Epoch 1/5... Discriminator Loss: 1.0699... Generator Loss: 0.6645 Epoch 1/5... Discriminator Loss: 0.9901... Generator Loss: 0.7637
Epoch 1/5... Discriminator Loss: 0.7800... Generator Loss: 1.2151 Epoch 1/5... Discriminator Loss: 0.8115... Generator Loss: 1.3046 Epoch 1/5... Discriminator Loss: 1.1819... Generator Loss: 0.5567 Epoch 1/5... Discriminator Loss: 0.9347... Generator Loss: 1.3562 Epoch 1/5... Discriminator Loss: 0.7727... Generator Loss: 1.0084 Epoch 1/5... Discriminator Loss: 0.7839... Generator Loss: 1.0811 Epoch 1/5... Discriminator Loss: 0.7106... Generator Loss: 1.0323 Epoch 1/5... Discriminator Loss: 0.7782... Generator Loss: 1.0345 Epoch 1/5... Discriminator Loss: 1.1024... Generator Loss: 1.1485 Epoch 1/5... Discriminator Loss: 0.8853... Generator Loss: 0.9847
Epoch 1/5... Discriminator Loss: 0.7690... Generator Loss: 1.0791 Epoch 1/5... Discriminator Loss: 0.8454... Generator Loss: 0.9404 Epoch 1/5... Discriminator Loss: 0.7655... Generator Loss: 1.2714 Epoch 1/5... Discriminator Loss: 1.0989... Generator Loss: 1.1678 Epoch 2/5... Discriminator Loss: 0.9847... Generator Loss: 0.7516 Epoch 2/5... Discriminator Loss: 0.5796... Generator Loss: 1.4799 Epoch 2/5... Discriminator Loss: 0.6837... Generator Loss: 1.4149 Epoch 2/5... Discriminator Loss: 0.7161... Generator Loss: 1.1374 Epoch 2/5... Discriminator Loss: 0.9159... Generator Loss: 0.7971 Epoch 2/5... Discriminator Loss: 0.8734... Generator Loss: 1.1148
Epoch 2/5... Discriminator Loss: 0.8870... Generator Loss: 1.0706 Epoch 2/5... Discriminator Loss: 1.0896... Generator Loss: 1.0072 Epoch 2/5... Discriminator Loss: 0.8960... Generator Loss: 0.8539 Epoch 2/5... Discriminator Loss: 1.1558... Generator Loss: 0.8177 Epoch 2/5... Discriminator Loss: 0.9701... Generator Loss: 0.7903 Epoch 2/5... Discriminator Loss: 0.8538... Generator Loss: 1.3618 Epoch 2/5... Discriminator Loss: 0.9183... Generator Loss: 0.8784 Epoch 2/5... Discriminator Loss: 0.8778... Generator Loss: 0.9563 Epoch 2/5... Discriminator Loss: 0.9044... Generator Loss: 1.3062 Epoch 2/5... Discriminator Loss: 0.9214... Generator Loss: 1.0871
Epoch 2/5... Discriminator Loss: 1.0046... Generator Loss: 1.0550 Epoch 2/5... Discriminator Loss: 0.9433... Generator Loss: 0.7849 Epoch 2/5... Discriminator Loss: 0.7932... Generator Loss: 1.1748 Epoch 2/5... Discriminator Loss: 0.9879... Generator Loss: 0.9111 Epoch 2/5... Discriminator Loss: 0.8987... Generator Loss: 1.0076 Epoch 2/5... Discriminator Loss: 0.9713... Generator Loss: 1.1015 Epoch 2/5... Discriminator Loss: 0.8297... Generator Loss: 1.4502 Epoch 2/5... Discriminator Loss: 1.1172... Generator Loss: 0.7583 Epoch 2/5... Discriminator Loss: 0.8761... Generator Loss: 1.0626 Epoch 2/5... Discriminator Loss: 0.8791... Generator Loss: 1.1128
Epoch 2/5... Discriminator Loss: 0.8994... Generator Loss: 1.1167 Epoch 2/5... Discriminator Loss: 1.1000... Generator Loss: 0.8315 Epoch 2/5... Discriminator Loss: 0.7704... Generator Loss: 1.2897 Epoch 2/5... Discriminator Loss: 0.9529... Generator Loss: 1.0377 Epoch 2/5... Discriminator Loss: 0.8934... Generator Loss: 0.8820 Epoch 2/5... Discriminator Loss: 0.8505... Generator Loss: 1.1344 Epoch 2/5... Discriminator Loss: 1.1763... Generator Loss: 0.9225 Epoch 2/5... Discriminator Loss: 1.1842... Generator Loss: 0.8017 Epoch 2/5... Discriminator Loss: 0.9302... Generator Loss: 1.0438 Epoch 2/5... Discriminator Loss: 0.9432... Generator Loss: 0.8299
Epoch 2/5... Discriminator Loss: 0.9298... Generator Loss: 0.7676 Epoch 2/5... Discriminator Loss: 1.1514... Generator Loss: 1.2806 Epoch 2/5... Discriminator Loss: 0.8287... Generator Loss: 0.9934 Epoch 2/5... Discriminator Loss: 1.3842... Generator Loss: 0.4264 Epoch 2/5... Discriminator Loss: 1.0733... Generator Loss: 0.8105 Epoch 2/5... Discriminator Loss: 0.7258... Generator Loss: 1.3220 Epoch 2/5... Discriminator Loss: 0.7938... Generator Loss: 1.2943 Epoch 2/5... Discriminator Loss: 1.0654... Generator Loss: 0.6509 Epoch 2/5... Discriminator Loss: 1.0905... Generator Loss: 0.6679 Epoch 2/5... Discriminator Loss: 0.7221... Generator Loss: 1.3183
Epoch 2/5... Discriminator Loss: 0.8856... Generator Loss: 1.0953 Epoch 2/5... Discriminator Loss: 0.7646... Generator Loss: 1.3464 Epoch 2/5... Discriminator Loss: 0.7912... Generator Loss: 1.1935 Epoch 2/5... Discriminator Loss: 0.7799... Generator Loss: 1.3037 Epoch 2/5... Discriminator Loss: 1.0592... Generator Loss: 0.7552 Epoch 2/5... Discriminator Loss: 0.7314... Generator Loss: 1.0663 Epoch 2/5... Discriminator Loss: 0.8273... Generator Loss: 1.3344 Epoch 2/5... Discriminator Loss: 0.7241... Generator Loss: 1.0617 Epoch 2/5... Discriminator Loss: 1.0425... Generator Loss: 0.9247 Epoch 2/5... Discriminator Loss: 1.0097... Generator Loss: 0.7595
Epoch 2/5... Discriminator Loss: 0.8415... Generator Loss: 1.0245 Epoch 2/5... Discriminator Loss: 0.6855... Generator Loss: 1.2464 Epoch 2/5... Discriminator Loss: 0.8087... Generator Loss: 1.0912 Epoch 2/5... Discriminator Loss: 0.9424... Generator Loss: 1.0308 Epoch 2/5... Discriminator Loss: 0.8373... Generator Loss: 1.1177 Epoch 2/5... Discriminator Loss: 0.8463... Generator Loss: 0.9142 Epoch 2/5... Discriminator Loss: 0.8165... Generator Loss: 0.8580 Epoch 2/5... Discriminator Loss: 1.1459... Generator Loss: 0.7265 Epoch 2/5... Discriminator Loss: 0.8892... Generator Loss: 0.7817 Epoch 2/5... Discriminator Loss: 1.0303... Generator Loss: 0.7102
Epoch 2/5... Discriminator Loss: 0.9053... Generator Loss: 0.9489 Epoch 2/5... Discriminator Loss: 1.0089... Generator Loss: 0.7461 Epoch 2/5... Discriminator Loss: 1.2420... Generator Loss: 0.5429 Epoch 2/5... Discriminator Loss: 0.7063... Generator Loss: 1.2776 Epoch 2/5... Discriminator Loss: 1.1910... Generator Loss: 0.6209 Epoch 2/5... Discriminator Loss: 0.9414... Generator Loss: 0.9734 Epoch 2/5... Discriminator Loss: 1.1491... Generator Loss: 0.6079 Epoch 2/5... Discriminator Loss: 0.8310... Generator Loss: 1.4331 Epoch 2/5... Discriminator Loss: 1.1023... Generator Loss: 0.8047 Epoch 2/5... Discriminator Loss: 1.3634... Generator Loss: 0.4544
Epoch 2/5... Discriminator Loss: 0.7607... Generator Loss: 1.0291 Epoch 2/5... Discriminator Loss: 0.9843... Generator Loss: 0.8280 Epoch 2/5... Discriminator Loss: 0.9581... Generator Loss: 0.7308 Epoch 2/5... Discriminator Loss: 0.7883... Generator Loss: 1.2181 Epoch 2/5... Discriminator Loss: 0.9959... Generator Loss: 0.8235 Epoch 2/5... Discriminator Loss: 0.7667... Generator Loss: 1.2048 Epoch 2/5... Discriminator Loss: 1.1698... Generator Loss: 0.5669 Epoch 2/5... Discriminator Loss: 1.3362... Generator Loss: 0.4575 Epoch 2/5... Discriminator Loss: 0.8831... Generator Loss: 1.6698 Epoch 2/5... Discriminator Loss: 0.8730... Generator Loss: 0.8572
Epoch 2/5... Discriminator Loss: 0.6925... Generator Loss: 1.1015 Epoch 2/5... Discriminator Loss: 0.8182... Generator Loss: 1.1450 Epoch 2/5... Discriminator Loss: 1.0319... Generator Loss: 0.7026 Epoch 2/5... Discriminator Loss: 0.7469... Generator Loss: 1.1258 Epoch 2/5... Discriminator Loss: 0.8786... Generator Loss: 1.4378 Epoch 2/5... Discriminator Loss: 1.0735... Generator Loss: 0.7012 Epoch 2/5... Discriminator Loss: 0.8904... Generator Loss: 1.5251 Epoch 2/5... Discriminator Loss: 1.3996... Generator Loss: 0.4886 Epoch 2/5... Discriminator Loss: 1.4686... Generator Loss: 0.3731 Epoch 2/5... Discriminator Loss: 0.8378... Generator Loss: 0.9601
Epoch 2/5... Discriminator Loss: 1.0048... Generator Loss: 0.7056 Epoch 2/5... Discriminator Loss: 0.9617... Generator Loss: 0.8355 Epoch 2/5... Discriminator Loss: 0.7357... Generator Loss: 1.2898 Epoch 2/5... Discriminator Loss: 0.8717... Generator Loss: 0.9778 Epoch 2/5... Discriminator Loss: 0.8264... Generator Loss: 0.9735 Epoch 2/5... Discriminator Loss: 0.8930... Generator Loss: 1.1428 Epoch 2/5... Discriminator Loss: 0.9139... Generator Loss: 0.9344 Epoch 2/5... Discriminator Loss: 0.9043... Generator Loss: 0.9351 Epoch 2/5... Discriminator Loss: 1.1548... Generator Loss: 0.6099 Epoch 2/5... Discriminator Loss: 1.0751... Generator Loss: 0.8355
Epoch 2/5... Discriminator Loss: 0.7508... Generator Loss: 1.1815 Epoch 2/5... Discriminator Loss: 0.8411... Generator Loss: 1.3589 Epoch 2/5... Discriminator Loss: 0.8621... Generator Loss: 1.3524 Epoch 2/5... Discriminator Loss: 1.0695... Generator Loss: 0.9791 Epoch 2/5... Discriminator Loss: 1.2042... Generator Loss: 0.5262 Epoch 2/5... Discriminator Loss: 0.9074... Generator Loss: 0.7755 Epoch 2/5... Discriminator Loss: 1.0709... Generator Loss: 0.6877 Epoch 2/5... Discriminator Loss: 1.2665... Generator Loss: 0.5696 Epoch 2/5... Discriminator Loss: 1.0017... Generator Loss: 0.7840 Epoch 2/5... Discriminator Loss: 0.8412... Generator Loss: 1.2114
Epoch 2/5... Discriminator Loss: 0.7986... Generator Loss: 1.3052 Epoch 2/5... Discriminator Loss: 0.8648... Generator Loss: 1.0576 Epoch 2/5... Discriminator Loss: 0.8471... Generator Loss: 0.9226 Epoch 2/5... Discriminator Loss: 1.0969... Generator Loss: 0.8055 Epoch 2/5... Discriminator Loss: 0.9423... Generator Loss: 0.7045 Epoch 2/5... Discriminator Loss: 1.0797... Generator Loss: 0.7975 Epoch 2/5... Discriminator Loss: 0.9112... Generator Loss: 1.0800 Epoch 2/5... Discriminator Loss: 0.7996... Generator Loss: 1.0698 Epoch 2/5... Discriminator Loss: 0.9385... Generator Loss: 0.8557 Epoch 2/5... Discriminator Loss: 0.5784... Generator Loss: 1.8034
Epoch 2/5... Discriminator Loss: 1.0741... Generator Loss: 0.7328 Epoch 2/5... Discriminator Loss: 0.9582... Generator Loss: 0.8951 Epoch 2/5... Discriminator Loss: 0.8051... Generator Loss: 1.2094 Epoch 2/5... Discriminator Loss: 0.8953... Generator Loss: 1.0531 Epoch 2/5... Discriminator Loss: 0.8865... Generator Loss: 0.8649 Epoch 2/5... Discriminator Loss: 0.6109... Generator Loss: 1.2780 Epoch 2/5... Discriminator Loss: 1.1153... Generator Loss: 0.7123 Epoch 2/5... Discriminator Loss: 0.8646... Generator Loss: 1.6213 Epoch 2/5... Discriminator Loss: 0.7104... Generator Loss: 1.1338 Epoch 2/5... Discriminator Loss: 0.8494... Generator Loss: 0.9443
Epoch 2/5... Discriminator Loss: 0.9089... Generator Loss: 0.7842 Epoch 2/5... Discriminator Loss: 1.0926... Generator Loss: 0.7798 Epoch 2/5... Discriminator Loss: 0.9532... Generator Loss: 0.9122 Epoch 2/5... Discriminator Loss: 0.9727... Generator Loss: 0.7864 Epoch 2/5... Discriminator Loss: 0.8493... Generator Loss: 0.9996 Epoch 2/5... Discriminator Loss: 1.0969... Generator Loss: 0.6711 Epoch 2/5... Discriminator Loss: 1.0880... Generator Loss: 1.4546 Epoch 2/5... Discriminator Loss: 0.9577... Generator Loss: 1.1378 Epoch 2/5... Discriminator Loss: 0.7637... Generator Loss: 1.3343 Epoch 2/5... Discriminator Loss: 0.8904... Generator Loss: 0.8974
Epoch 2/5... Discriminator Loss: 0.6825... Generator Loss: 1.1440 Epoch 2/5... Discriminator Loss: 1.0850... Generator Loss: 0.7746 Epoch 2/5... Discriminator Loss: 1.0042... Generator Loss: 0.7296 Epoch 2/5... Discriminator Loss: 0.7110... Generator Loss: 1.2036 Epoch 2/5... Discriminator Loss: 0.8762... Generator Loss: 1.1026 Epoch 2/5... Discriminator Loss: 0.8546... Generator Loss: 1.2103 Epoch 2/5... Discriminator Loss: 0.8774... Generator Loss: 1.0126 Epoch 2/5... Discriminator Loss: 0.9622... Generator Loss: 0.8522 Epoch 2/5... Discriminator Loss: 0.6889... Generator Loss: 1.2416 Epoch 2/5... Discriminator Loss: 0.7353... Generator Loss: 1.2511
Epoch 2/5... Discriminator Loss: 1.1737... Generator Loss: 0.5117 Epoch 2/5... Discriminator Loss: 1.1513... Generator Loss: 0.6232 Epoch 2/5... Discriminator Loss: 1.1277... Generator Loss: 1.1604 Epoch 2/5... Discriminator Loss: 0.7812... Generator Loss: 1.5136 Epoch 2/5... Discriminator Loss: 1.3886... Generator Loss: 0.5002 Epoch 2/5... Discriminator Loss: 1.2572... Generator Loss: 0.4940 Epoch 2/5... Discriminator Loss: 1.0917... Generator Loss: 0.6288 Epoch 2/5... Discriminator Loss: 1.1301... Generator Loss: 0.5751 Epoch 2/5... Discriminator Loss: 1.1119... Generator Loss: 0.6448 Epoch 2/5... Discriminator Loss: 0.7809... Generator Loss: 1.0648
Epoch 2/5... Discriminator Loss: 0.9531... Generator Loss: 0.9821 Epoch 2/5... Discriminator Loss: 0.6377... Generator Loss: 1.1460 Epoch 2/5... Discriminator Loss: 1.1085... Generator Loss: 0.6200 Epoch 2/5... Discriminator Loss: 0.9479... Generator Loss: 0.8300 Epoch 2/5... Discriminator Loss: 0.8535... Generator Loss: 0.9510 Epoch 2/5... Discriminator Loss: 1.2308... Generator Loss: 0.5492 Epoch 2/5... Discriminator Loss: 0.8563... Generator Loss: 1.1455 Epoch 2/5... Discriminator Loss: 0.8349... Generator Loss: 0.9445 Epoch 2/5... Discriminator Loss: 0.7127... Generator Loss: 1.2224 Epoch 2/5... Discriminator Loss: 1.1414... Generator Loss: 0.5832
Epoch 2/5... Discriminator Loss: 1.1117... Generator Loss: 0.6467 Epoch 2/5... Discriminator Loss: 0.9833... Generator Loss: 0.8244 Epoch 2/5... Discriminator Loss: 1.0119... Generator Loss: 1.0784 Epoch 2/5... Discriminator Loss: 0.8957... Generator Loss: 1.0337 Epoch 2/5... Discriminator Loss: 0.9738... Generator Loss: 0.8526 Epoch 2/5... Discriminator Loss: 0.8475... Generator Loss: 1.1420 Epoch 2/5... Discriminator Loss: 0.8972... Generator Loss: 1.0570 Epoch 2/5... Discriminator Loss: 0.7632... Generator Loss: 1.0283 Epoch 2/5... Discriminator Loss: 1.0544... Generator Loss: 0.7611 Epoch 2/5... Discriminator Loss: 0.9162... Generator Loss: 0.7651
Epoch 2/5... Discriminator Loss: 0.7852... Generator Loss: 1.0195 Epoch 2/5... Discriminator Loss: 0.9626... Generator Loss: 1.2710 Epoch 2/5... Discriminator Loss: 0.9114... Generator Loss: 1.0259 Epoch 2/5... Discriminator Loss: 0.9992... Generator Loss: 0.7483 Epoch 2/5... Discriminator Loss: 1.0223... Generator Loss: 0.7058 Epoch 2/5... Discriminator Loss: 1.0659... Generator Loss: 0.7531 Epoch 2/5... Discriminator Loss: 0.9089... Generator Loss: 1.1438 Epoch 2/5... Discriminator Loss: 0.8878... Generator Loss: 0.9631 Epoch 2/5... Discriminator Loss: 1.0161... Generator Loss: 0.7273 Epoch 2/5... Discriminator Loss: 1.2704... Generator Loss: 0.5316
Epoch 2/5... Discriminator Loss: 1.0464... Generator Loss: 1.0534 Epoch 2/5... Discriminator Loss: 0.7935... Generator Loss: 1.0731 Epoch 2/5... Discriminator Loss: 1.2202... Generator Loss: 0.9875 Epoch 2/5... Discriminator Loss: 0.7353... Generator Loss: 1.4752 Epoch 2/5... Discriminator Loss: 0.8220... Generator Loss: 1.1526 Epoch 2/5... Discriminator Loss: 0.9279... Generator Loss: 0.9434 Epoch 2/5... Discriminator Loss: 0.7813... Generator Loss: 1.3424 Epoch 2/5... Discriminator Loss: 1.0845... Generator Loss: 0.6686 Epoch 2/5... Discriminator Loss: 0.9111... Generator Loss: 1.2284 Epoch 2/5... Discriminator Loss: 1.2880... Generator Loss: 0.4441
Epoch 2/5... Discriminator Loss: 0.8750... Generator Loss: 1.0832 Epoch 2/5... Discriminator Loss: 0.8915... Generator Loss: 1.0450 Epoch 2/5... Discriminator Loss: 0.9220... Generator Loss: 0.9862 Epoch 2/5... Discriminator Loss: 0.7039... Generator Loss: 1.1419 Epoch 2/5... Discriminator Loss: 0.6775... Generator Loss: 1.3014 Epoch 2/5... Discriminator Loss: 1.2782... Generator Loss: 0.4346 Epoch 2/5... Discriminator Loss: 1.1180... Generator Loss: 0.6318 Epoch 2/5... Discriminator Loss: 1.1532... Generator Loss: 0.6925 Epoch 2/5... Discriminator Loss: 0.8946... Generator Loss: 0.9652 Epoch 2/5... Discriminator Loss: 1.0153... Generator Loss: 0.7472
Epoch 2/5... Discriminator Loss: 0.7933... Generator Loss: 1.1803 Epoch 2/5... Discriminator Loss: 0.8953... Generator Loss: 1.0446 Epoch 2/5... Discriminator Loss: 1.0276... Generator Loss: 0.8116 Epoch 2/5... Discriminator Loss: 0.9086... Generator Loss: 1.1641 Epoch 2/5... Discriminator Loss: 1.0119... Generator Loss: 0.7943 Epoch 2/5... Discriminator Loss: 0.8397... Generator Loss: 1.1987 Epoch 2/5... Discriminator Loss: 0.8837... Generator Loss: 0.8926 Epoch 2/5... Discriminator Loss: 0.9764... Generator Loss: 0.6586 Epoch 2/5... Discriminator Loss: 1.0237... Generator Loss: 0.6256 Epoch 2/5... Discriminator Loss: 0.9452... Generator Loss: 0.9243
Epoch 2/5... Discriminator Loss: 0.7719... Generator Loss: 1.1629 Epoch 2/5... Discriminator Loss: 0.9559... Generator Loss: 1.7310 Epoch 2/5... Discriminator Loss: 1.0776... Generator Loss: 1.1123 Epoch 2/5... Discriminator Loss: 1.0354... Generator Loss: 0.6480 Epoch 2/5... Discriminator Loss: 1.0676... Generator Loss: 0.8015 Epoch 2/5... Discriminator Loss: 1.2688... Generator Loss: 0.5487 Epoch 2/5... Discriminator Loss: 0.8363... Generator Loss: 0.9866 Epoch 2/5... Discriminator Loss: 0.9615... Generator Loss: 0.8785 Epoch 2/5... Discriminator Loss: 1.0351... Generator Loss: 0.8761 Epoch 2/5... Discriminator Loss: 0.9311... Generator Loss: 0.7448
Epoch 2/5... Discriminator Loss: 1.2846... Generator Loss: 0.6064 Epoch 2/5... Discriminator Loss: 0.7520... Generator Loss: 1.1914 Epoch 2/5... Discriminator Loss: 0.9799... Generator Loss: 0.7642 Epoch 2/5... Discriminator Loss: 0.8826... Generator Loss: 0.9067 Epoch 2/5... Discriminator Loss: 0.8486... Generator Loss: 0.8589 Epoch 2/5... Discriminator Loss: 1.0527... Generator Loss: 0.8248 Epoch 2/5... Discriminator Loss: 0.5990... Generator Loss: 1.6801 Epoch 2/5... Discriminator Loss: 0.9888... Generator Loss: 0.9478 Epoch 2/5... Discriminator Loss: 1.3560... Generator Loss: 0.4259 Epoch 2/5... Discriminator Loss: 0.9256... Generator Loss: 0.9638
Epoch 2/5... Discriminator Loss: 0.8940... Generator Loss: 1.1747 Epoch 2/5... Discriminator Loss: 0.9185... Generator Loss: 1.0842 Epoch 2/5... Discriminator Loss: 1.0453... Generator Loss: 0.6579 Epoch 2/5... Discriminator Loss: 0.7249... Generator Loss: 1.1237 Epoch 2/5... Discriminator Loss: 1.1633... Generator Loss: 0.6933 Epoch 2/5... Discriminator Loss: 1.1844... Generator Loss: 0.5438 Epoch 2/5... Discriminator Loss: 0.4545... Generator Loss: 1.8516 Epoch 2/5... Discriminator Loss: 0.7351... Generator Loss: 1.0320 Epoch 2/5... Discriminator Loss: 0.8736... Generator Loss: 0.9892 Epoch 2/5... Discriminator Loss: 0.8380... Generator Loss: 1.0171
Epoch 2/5... Discriminator Loss: 0.8061... Generator Loss: 0.9583 Epoch 2/5... Discriminator Loss: 0.9800... Generator Loss: 0.7842 Epoch 2/5... Discriminator Loss: 0.8921... Generator Loss: 1.0889 Epoch 2/5... Discriminator Loss: 1.0475... Generator Loss: 0.9494 Epoch 2/5... Discriminator Loss: 0.8063... Generator Loss: 0.8886 Epoch 2/5... Discriminator Loss: 1.0249... Generator Loss: 1.1653 Epoch 2/5... Discriminator Loss: 0.9397... Generator Loss: 1.0318 Epoch 2/5... Discriminator Loss: 1.0265... Generator Loss: 0.8134 Epoch 2/5... Discriminator Loss: 1.0754... Generator Loss: 0.7444 Epoch 2/5... Discriminator Loss: 0.6982... Generator Loss: 0.9985
Epoch 2/5... Discriminator Loss: 0.6696... Generator Loss: 1.4498 Epoch 2/5... Discriminator Loss: 0.7074... Generator Loss: 1.4327 Epoch 2/5... Discriminator Loss: 0.9780... Generator Loss: 0.8382 Epoch 2/5... Discriminator Loss: 0.8157... Generator Loss: 1.1372 Epoch 2/5... Discriminator Loss: 0.7198... Generator Loss: 1.5109 Epoch 2/5... Discriminator Loss: 0.7794... Generator Loss: 1.0693 Epoch 2/5... Discriminator Loss: 0.7844... Generator Loss: 1.0698 Epoch 2/5... Discriminator Loss: 0.7797... Generator Loss: 1.0468 Epoch 2/5... Discriminator Loss: 0.9207... Generator Loss: 0.8127 Epoch 2/5... Discriminator Loss: 0.8274... Generator Loss: 0.8792
Epoch 2/5... Discriminator Loss: 0.8856... Generator Loss: 1.1029 Epoch 2/5... Discriminator Loss: 0.7828... Generator Loss: 1.0067 Epoch 2/5... Discriminator Loss: 0.9037... Generator Loss: 1.1579 Epoch 2/5... Discriminator Loss: 1.0155... Generator Loss: 0.8517 Epoch 2/5... Discriminator Loss: 1.2172... Generator Loss: 0.5682 Epoch 2/5... Discriminator Loss: 0.7537... Generator Loss: 0.9316 Epoch 2/5... Discriminator Loss: 1.3639... Generator Loss: 0.4228 Epoch 2/5... Discriminator Loss: 1.0768... Generator Loss: 0.7963 Epoch 2/5... Discriminator Loss: 1.1339... Generator Loss: 0.5612 Epoch 2/5... Discriminator Loss: 0.9725... Generator Loss: 1.0431
Epoch 2/5... Discriminator Loss: 0.9399... Generator Loss: 0.7472 Epoch 2/5... Discriminator Loss: 0.7833... Generator Loss: 1.2746 Epoch 2/5... Discriminator Loss: 0.8845... Generator Loss: 1.3147 Epoch 2/5... Discriminator Loss: 0.8694... Generator Loss: 1.1043 Epoch 2/5... Discriminator Loss: 0.8313... Generator Loss: 1.0574 Epoch 2/5... Discriminator Loss: 1.0474... Generator Loss: 0.7509 Epoch 2/5... Discriminator Loss: 0.9101... Generator Loss: 1.1452 Epoch 2/5... Discriminator Loss: 1.0058... Generator Loss: 0.8741 Epoch 2/5... Discriminator Loss: 1.0770... Generator Loss: 0.6700 Epoch 2/5... Discriminator Loss: 0.9438... Generator Loss: 1.1991
Epoch 2/5... Discriminator Loss: 0.8791... Generator Loss: 1.0997 Epoch 2/5... Discriminator Loss: 1.0749... Generator Loss: 1.0462 Epoch 2/5... Discriminator Loss: 0.8581... Generator Loss: 1.0125 Epoch 2/5... Discriminator Loss: 0.7310... Generator Loss: 1.3397 Epoch 2/5... Discriminator Loss: 0.8851... Generator Loss: 0.8319 Epoch 2/5... Discriminator Loss: 0.7570... Generator Loss: 1.3292 Epoch 2/5... Discriminator Loss: 0.5873... Generator Loss: 1.3018 Epoch 2/5... Discriminator Loss: 0.8279... Generator Loss: 1.0626 Epoch 2/5... Discriminator Loss: 0.9570... Generator Loss: 0.8696 Epoch 2/5... Discriminator Loss: 1.2078... Generator Loss: 0.5463
Epoch 2/5... Discriminator Loss: 0.6163... Generator Loss: 1.1669 Epoch 2/5... Discriminator Loss: 0.4375... Generator Loss: 1.6985 Epoch 2/5... Discriminator Loss: 0.9991... Generator Loss: 1.1050 Epoch 2/5... Discriminator Loss: 0.6408... Generator Loss: 1.2348 Epoch 2/5... Discriminator Loss: 0.8996... Generator Loss: 1.4163 Epoch 2/5... Discriminator Loss: 0.8131... Generator Loss: 1.1354 Epoch 2/5... Discriminator Loss: 1.3499... Generator Loss: 0.4890 Epoch 2/5... Discriminator Loss: 0.8481... Generator Loss: 0.9504 Epoch 2/5... Discriminator Loss: 1.1173... Generator Loss: 0.6615 Epoch 2/5... Discriminator Loss: 0.8677... Generator Loss: 0.9474
Epoch 3/5... Discriminator Loss: 1.1948... Generator Loss: 0.6482 Epoch 3/5... Discriminator Loss: 0.9761... Generator Loss: 0.8810 Epoch 3/5... Discriminator Loss: 0.9925... Generator Loss: 0.9597 Epoch 3/5... Discriminator Loss: 1.1268... Generator Loss: 0.6209 Epoch 3/5... Discriminator Loss: 1.6622... Generator Loss: 0.2991 Epoch 3/5... Discriminator Loss: 0.8863... Generator Loss: 0.9543 Epoch 3/5... Discriminator Loss: 0.9168... Generator Loss: 0.8537 Epoch 3/5... Discriminator Loss: 1.0868... Generator Loss: 0.7028 Epoch 3/5... Discriminator Loss: 0.9511... Generator Loss: 0.9080 Epoch 3/5... Discriminator Loss: 1.0918... Generator Loss: 0.5753
Epoch 3/5... Discriminator Loss: 0.8965... Generator Loss: 0.9791 Epoch 3/5... Discriminator Loss: 0.8801... Generator Loss: 1.0789 Epoch 3/5... Discriminator Loss: 0.8702... Generator Loss: 0.8200 Epoch 3/5... Discriminator Loss: 0.9490... Generator Loss: 1.0851 Epoch 3/5... Discriminator Loss: 0.9306... Generator Loss: 1.1424 Epoch 3/5... Discriminator Loss: 1.0988... Generator Loss: 0.5645 Epoch 3/5... Discriminator Loss: 0.7272... Generator Loss: 1.1653 Epoch 3/5... Discriminator Loss: 0.8869... Generator Loss: 1.8448 Epoch 3/5... Discriminator Loss: 0.9454... Generator Loss: 1.4432 Epoch 3/5... Discriminator Loss: 0.7918... Generator Loss: 1.3858
Epoch 3/5... Discriminator Loss: 1.0242... Generator Loss: 0.9748 Epoch 3/5... Discriminator Loss: 0.6772... Generator Loss: 1.0943 Epoch 3/5... Discriminator Loss: 0.9178... Generator Loss: 0.8002 Epoch 3/5... Discriminator Loss: 1.3614... Generator Loss: 0.4079 Epoch 3/5... Discriminator Loss: 0.7697... Generator Loss: 0.8875 Epoch 3/5... Discriminator Loss: 0.8992... Generator Loss: 0.9352 Epoch 3/5... Discriminator Loss: 0.9670... Generator Loss: 0.8810 Epoch 3/5... Discriminator Loss: 0.5862... Generator Loss: 1.5108 Epoch 3/5... Discriminator Loss: 0.7814... Generator Loss: 1.6084 Epoch 3/5... Discriminator Loss: 0.8360... Generator Loss: 1.2373
Epoch 3/5... Discriminator Loss: 0.9065... Generator Loss: 0.9110 Epoch 3/5... Discriminator Loss: 0.9014... Generator Loss: 1.0041 Epoch 3/5... Discriminator Loss: 0.7684... Generator Loss: 0.9473 Epoch 3/5... Discriminator Loss: 0.9224... Generator Loss: 1.1192 Epoch 3/5... Discriminator Loss: 0.7746... Generator Loss: 1.3155 Epoch 3/5... Discriminator Loss: 0.7241... Generator Loss: 1.0930 Epoch 3/5... Discriminator Loss: 0.9033... Generator Loss: 1.0031 Epoch 3/5... Discriminator Loss: 1.1372... Generator Loss: 0.9043 Epoch 3/5... Discriminator Loss: 1.0347... Generator Loss: 0.7547 Epoch 3/5... Discriminator Loss: 0.9147... Generator Loss: 0.7737
Epoch 3/5... Discriminator Loss: 0.7471... Generator Loss: 1.3731 Epoch 3/5... Discriminator Loss: 0.8038... Generator Loss: 1.2553 Epoch 3/5... Discriminator Loss: 0.8583... Generator Loss: 1.5585 Epoch 3/5... Discriminator Loss: 0.9273... Generator Loss: 1.5529 Epoch 3/5... Discriminator Loss: 0.8533... Generator Loss: 0.8403 Epoch 3/5... Discriminator Loss: 0.7639... Generator Loss: 1.0188 Epoch 3/5... Discriminator Loss: 1.1174... Generator Loss: 0.5793 Epoch 3/5... Discriminator Loss: 1.2026... Generator Loss: 0.6043 Epoch 3/5... Discriminator Loss: 1.0260... Generator Loss: 0.9470 Epoch 3/5... Discriminator Loss: 1.0732... Generator Loss: 0.6124
Epoch 3/5... Discriminator Loss: 0.9783... Generator Loss: 0.8006 Epoch 3/5... Discriminator Loss: 0.7176... Generator Loss: 1.2122 Epoch 3/5... Discriminator Loss: 0.7469... Generator Loss: 0.9532 Epoch 3/5... Discriminator Loss: 1.0667... Generator Loss: 0.6770 Epoch 3/5... Discriminator Loss: 0.9817... Generator Loss: 0.7309 Epoch 3/5... Discriminator Loss: 0.8819... Generator Loss: 1.2934 Epoch 3/5... Discriminator Loss: 0.9894... Generator Loss: 0.9061 Epoch 3/5... Discriminator Loss: 0.9879... Generator Loss: 0.7577 Epoch 3/5... Discriminator Loss: 0.9347... Generator Loss: 0.7346 Epoch 3/5... Discriminator Loss: 1.0513... Generator Loss: 0.7476
Epoch 3/5... Discriminator Loss: 1.0592... Generator Loss: 0.7528 Epoch 3/5... Discriminator Loss: 0.8908... Generator Loss: 1.0151 Epoch 3/5... Discriminator Loss: 1.0049... Generator Loss: 0.6850 Epoch 3/5... Discriminator Loss: 0.6109... Generator Loss: 2.0062 Epoch 3/5... Discriminator Loss: 0.8013... Generator Loss: 1.0800 Epoch 3/5... Discriminator Loss: 1.0403... Generator Loss: 0.6629 Epoch 3/5... Discriminator Loss: 1.0329... Generator Loss: 0.8860 Epoch 3/5... Discriminator Loss: 0.8214... Generator Loss: 1.0498 Epoch 3/5... Discriminator Loss: 0.9849... Generator Loss: 0.7921 Epoch 3/5... Discriminator Loss: 1.2054... Generator Loss: 0.6201
Epoch 3/5... Discriminator Loss: 1.2078... Generator Loss: 0.5743 Epoch 3/5... Discriminator Loss: 1.0470... Generator Loss: 0.8024 Epoch 3/5... Discriminator Loss: 0.8336... Generator Loss: 0.9029 Epoch 3/5... Discriminator Loss: 0.8875... Generator Loss: 0.9305 Epoch 3/5... Discriminator Loss: 0.7411... Generator Loss: 1.0895 Epoch 3/5... Discriminator Loss: 0.8935... Generator Loss: 0.7982 Epoch 3/5... Discriminator Loss: 1.0645... Generator Loss: 0.6840 Epoch 3/5... Discriminator Loss: 0.9885... Generator Loss: 0.8154 Epoch 3/5... Discriminator Loss: 1.0163... Generator Loss: 0.7403 Epoch 3/5... Discriminator Loss: 0.7053... Generator Loss: 1.2523
Epoch 3/5... Discriminator Loss: 1.0914... Generator Loss: 0.5599 Epoch 3/5... Discriminator Loss: 0.9304... Generator Loss: 1.3926 Epoch 3/5... Discriminator Loss: 1.2053... Generator Loss: 0.5357 Epoch 3/5... Discriminator Loss: 0.7689... Generator Loss: 1.1981 Epoch 3/5... Discriminator Loss: 0.7232... Generator Loss: 0.9905 Epoch 3/5... Discriminator Loss: 0.8979... Generator Loss: 0.8760 Epoch 3/5... Discriminator Loss: 0.9717... Generator Loss: 0.7514 Epoch 3/5... Discriminator Loss: 1.0455... Generator Loss: 0.7717 Epoch 3/5... Discriminator Loss: 0.9584... Generator Loss: 1.2387 Epoch 3/5... Discriminator Loss: 0.9066... Generator Loss: 0.8168
Epoch 3/5... Discriminator Loss: 0.9901... Generator Loss: 0.9125 Epoch 3/5... Discriminator Loss: 0.9881... Generator Loss: 1.1198 Epoch 3/5... Discriminator Loss: 1.1271... Generator Loss: 0.9060 Epoch 3/5... Discriminator Loss: 0.9859... Generator Loss: 0.8204 Epoch 3/5... Discriminator Loss: 1.0465... Generator Loss: 0.7465 Epoch 3/5... Discriminator Loss: 1.2520... Generator Loss: 0.7016 Epoch 3/5... Discriminator Loss: 0.9524... Generator Loss: 0.7898 Epoch 3/5... Discriminator Loss: 1.1570... Generator Loss: 0.6185 Epoch 3/5... Discriminator Loss: 1.1835... Generator Loss: 0.6214 Epoch 3/5... Discriminator Loss: 1.0787... Generator Loss: 0.5800
Epoch 3/5... Discriminator Loss: 0.9506... Generator Loss: 0.8872 Epoch 3/5... Discriminator Loss: 0.8829... Generator Loss: 1.0395 Epoch 3/5... Discriminator Loss: 1.0746... Generator Loss: 0.6719 Epoch 3/5... Discriminator Loss: 1.0314... Generator Loss: 0.8916 Epoch 3/5... Discriminator Loss: 0.8731... Generator Loss: 1.3336 Epoch 3/5... Discriminator Loss: 1.1008... Generator Loss: 0.5787 Epoch 3/5... Discriminator Loss: 1.0701... Generator Loss: 1.0717 Epoch 3/5... Discriminator Loss: 0.9393... Generator Loss: 0.8576 Epoch 3/5... Discriminator Loss: 1.1714... Generator Loss: 0.9690 Epoch 3/5... Discriminator Loss: 1.1085... Generator Loss: 0.8333
Epoch 3/5... Discriminator Loss: 0.6503... Generator Loss: 1.4003 Epoch 3/5... Discriminator Loss: 0.7548... Generator Loss: 1.0869 Epoch 3/5... Discriminator Loss: 0.7546... Generator Loss: 2.1760 Epoch 3/5... Discriminator Loss: 0.8729... Generator Loss: 0.9499 Epoch 3/5... Discriminator Loss: 1.1131... Generator Loss: 0.7182 Epoch 3/5... Discriminator Loss: 0.8644... Generator Loss: 1.2551 Epoch 3/5... Discriminator Loss: 1.6528... Generator Loss: 0.2920 Epoch 3/5... Discriminator Loss: 0.7087... Generator Loss: 1.1742 Epoch 3/5... Discriminator Loss: 0.9180... Generator Loss: 0.8505 Epoch 3/5... Discriminator Loss: 0.7256... Generator Loss: 1.3162
Epoch 3/5... Discriminator Loss: 0.7598... Generator Loss: 0.9864 Epoch 3/5... Discriminator Loss: 0.8433... Generator Loss: 1.1782 Epoch 3/5... Discriminator Loss: 0.9591... Generator Loss: 0.8340 Epoch 3/5... Discriminator Loss: 0.8210... Generator Loss: 1.2122 Epoch 3/5... Discriminator Loss: 1.1854... Generator Loss: 0.6082 Epoch 3/5... Discriminator Loss: 0.5338... Generator Loss: 1.3748 Epoch 3/5... Discriminator Loss: 0.4891... Generator Loss: 1.4065 Epoch 3/5... Discriminator Loss: 0.9459... Generator Loss: 0.8011 Epoch 3/5... Discriminator Loss: 0.8991... Generator Loss: 0.9702 Epoch 3/5... Discriminator Loss: 0.6472... Generator Loss: 1.0905
Epoch 3/5... Discriminator Loss: 0.8533... Generator Loss: 0.8519 Epoch 3/5... Discriminator Loss: 1.0185... Generator Loss: 0.7577 Epoch 3/5... Discriminator Loss: 0.7539... Generator Loss: 1.2297 Epoch 3/5... Discriminator Loss: 1.3115... Generator Loss: 0.4868 Epoch 3/5... Discriminator Loss: 1.0191... Generator Loss: 0.7351 Epoch 3/5... Discriminator Loss: 0.7169... Generator Loss: 1.0705 Epoch 3/5... Discriminator Loss: 1.0246... Generator Loss: 0.6709 Epoch 3/5... Discriminator Loss: 1.0293... Generator Loss: 0.7813 Epoch 3/5... Discriminator Loss: 1.1491... Generator Loss: 0.7113 Epoch 3/5... Discriminator Loss: 0.9581... Generator Loss: 1.0110
Epoch 3/5... Discriminator Loss: 0.8918... Generator Loss: 1.0548 Epoch 3/5... Discriminator Loss: 1.2940... Generator Loss: 0.5395 Epoch 3/5... Discriminator Loss: 0.8546... Generator Loss: 1.0478 Epoch 3/5... Discriminator Loss: 1.1860... Generator Loss: 0.6158 Epoch 3/5... Discriminator Loss: 1.0567... Generator Loss: 0.7056 Epoch 3/5... Discriminator Loss: 1.0693... Generator Loss: 0.7910 Epoch 3/5... Discriminator Loss: 0.8679... Generator Loss: 1.3099 Epoch 3/5... Discriminator Loss: 0.9133... Generator Loss: 0.8613 Epoch 3/5... Discriminator Loss: 0.8566... Generator Loss: 0.8673 Epoch 3/5... Discriminator Loss: 0.9830... Generator Loss: 1.0143
Epoch 3/5... Discriminator Loss: 1.3288... Generator Loss: 0.4239 Epoch 3/5... Discriminator Loss: 0.7461... Generator Loss: 0.9881 Epoch 3/5... Discriminator Loss: 0.9901... Generator Loss: 0.9427 Epoch 3/5... Discriminator Loss: 1.2164... Generator Loss: 0.5236 Epoch 3/5... Discriminator Loss: 0.8855... Generator Loss: 1.0267 Epoch 3/5... Discriminator Loss: 1.1765... Generator Loss: 0.9053 Epoch 3/5... Discriminator Loss: 0.7685... Generator Loss: 0.9301 Epoch 3/5... Discriminator Loss: 1.0924... Generator Loss: 0.6548 Epoch 3/5... Discriminator Loss: 0.9312... Generator Loss: 0.7841 Epoch 3/5... Discriminator Loss: 0.8351... Generator Loss: 0.8626
Epoch 3/5... Discriminator Loss: 1.0917... Generator Loss: 0.6652 Epoch 3/5... Discriminator Loss: 1.0032... Generator Loss: 0.9091 Epoch 3/5... Discriminator Loss: 1.2833... Generator Loss: 0.4929 Epoch 3/5... Discriminator Loss: 0.6574... Generator Loss: 1.3169 Epoch 3/5... Discriminator Loss: 0.9293... Generator Loss: 1.4165 Epoch 3/5... Discriminator Loss: 0.8335... Generator Loss: 0.8709 Epoch 3/5... Discriminator Loss: 0.6743... Generator Loss: 1.4157 Epoch 3/5... Discriminator Loss: 0.9509... Generator Loss: 0.9872 Epoch 3/5... Discriminator Loss: 1.2957... Generator Loss: 0.4992 Epoch 3/5... Discriminator Loss: 0.7741... Generator Loss: 1.3264
Epoch 3/5... Discriminator Loss: 0.7452... Generator Loss: 0.9800 Epoch 3/5... Discriminator Loss: 0.8178... Generator Loss: 0.9976 Epoch 3/5... Discriminator Loss: 1.1139... Generator Loss: 0.5867 Epoch 3/5... Discriminator Loss: 0.8370... Generator Loss: 0.9448 Epoch 3/5... Discriminator Loss: 0.9699... Generator Loss: 0.7815 Epoch 3/5... Discriminator Loss: 0.5990... Generator Loss: 1.5746 Epoch 3/5... Discriminator Loss: 0.8347... Generator Loss: 1.1238 Epoch 3/5... Discriminator Loss: 1.0348... Generator Loss: 0.6289 Epoch 3/5... Discriminator Loss: 0.8974... Generator Loss: 1.0158 Epoch 3/5... Discriminator Loss: 0.9736... Generator Loss: 0.7322
Epoch 3/5... Discriminator Loss: 1.4825... Generator Loss: 0.3741 Epoch 3/5... Discriminator Loss: 1.0887... Generator Loss: 0.6457 Epoch 3/5... Discriminator Loss: 1.3957... Generator Loss: 0.4578 Epoch 3/5... Discriminator Loss: 1.0527... Generator Loss: 0.7344 Epoch 3/5... Discriminator Loss: 1.3176... Generator Loss: 0.4975 Epoch 3/5... Discriminator Loss: 1.1687... Generator Loss: 0.5812 Epoch 3/5... Discriminator Loss: 0.7316... Generator Loss: 1.6118 Epoch 3/5... Discriminator Loss: 1.4107... Generator Loss: 0.4355 Epoch 3/5... Discriminator Loss: 1.0077... Generator Loss: 0.7225 Epoch 3/5... Discriminator Loss: 0.9994... Generator Loss: 0.7595
Epoch 3/5... Discriminator Loss: 0.8566... Generator Loss: 1.2968 Epoch 3/5... Discriminator Loss: 0.9849... Generator Loss: 1.0150 Epoch 3/5... Discriminator Loss: 0.7613... Generator Loss: 1.3013 Epoch 3/5... Discriminator Loss: 0.8067... Generator Loss: 1.0535 Epoch 3/5... Discriminator Loss: 1.0548... Generator Loss: 0.5807 Epoch 3/5... Discriminator Loss: 0.6461... Generator Loss: 1.3166 Epoch 3/5... Discriminator Loss: 0.8938... Generator Loss: 1.0553 Epoch 3/5... Discriminator Loss: 0.8985... Generator Loss: 0.8948 Epoch 3/5... Discriminator Loss: 0.9974... Generator Loss: 0.7455 Epoch 3/5... Discriminator Loss: 0.8670... Generator Loss: 1.3433
Epoch 3/5... Discriminator Loss: 1.0466... Generator Loss: 0.7492 Epoch 3/5... Discriminator Loss: 0.8977... Generator Loss: 0.8155 Epoch 3/5... Discriminator Loss: 0.9726... Generator Loss: 1.0090 Epoch 3/5... Discriminator Loss: 0.8951... Generator Loss: 0.8949 Epoch 3/5... Discriminator Loss: 0.8488... Generator Loss: 1.2671 Epoch 3/5... Discriminator Loss: 0.7796... Generator Loss: 1.2259 Epoch 3/5... Discriminator Loss: 1.0829... Generator Loss: 0.6109 Epoch 3/5... Discriminator Loss: 1.0811... Generator Loss: 0.6828 Epoch 3/5... Discriminator Loss: 0.9145... Generator Loss: 1.1255 Epoch 3/5... Discriminator Loss: 0.6852... Generator Loss: 1.0347
Epoch 3/5... Discriminator Loss: 0.7943... Generator Loss: 1.2325 Epoch 3/5... Discriminator Loss: 0.6621... Generator Loss: 1.5581 Epoch 3/5... Discriminator Loss: 1.0696... Generator Loss: 0.7671 Epoch 3/5... Discriminator Loss: 0.8457... Generator Loss: 1.0351 Epoch 3/5... Discriminator Loss: 0.9519... Generator Loss: 1.2859 Epoch 3/5... Discriminator Loss: 0.8436... Generator Loss: 1.2104 Epoch 3/5... Discriminator Loss: 1.0624... Generator Loss: 1.3995 Epoch 3/5... Discriminator Loss: 0.8915... Generator Loss: 0.8417 Epoch 3/5... Discriminator Loss: 0.5451... Generator Loss: 1.4454 Epoch 3/5... Discriminator Loss: 0.9316... Generator Loss: 0.9814
Epoch 3/5... Discriminator Loss: 0.9520... Generator Loss: 1.3571 Epoch 3/5... Discriminator Loss: 0.8911... Generator Loss: 0.9398 Epoch 3/5... Discriminator Loss: 0.9980... Generator Loss: 0.9928 Epoch 3/5... Discriminator Loss: 1.1435... Generator Loss: 0.6586 Epoch 3/5... Discriminator Loss: 0.8002... Generator Loss: 1.0134 Epoch 3/5... Discriminator Loss: 0.7476... Generator Loss: 1.2128 Epoch 3/5... Discriminator Loss: 0.9168... Generator Loss: 0.6937 Epoch 3/5... Discriminator Loss: 0.7473... Generator Loss: 1.0541 Epoch 3/5... Discriminator Loss: 0.9508... Generator Loss: 0.8679 Epoch 3/5... Discriminator Loss: 1.1182... Generator Loss: 0.5872
Epoch 3/5... Discriminator Loss: 0.9852... Generator Loss: 0.7892 Epoch 3/5... Discriminator Loss: 1.2975... Generator Loss: 0.5804 Epoch 3/5... Discriminator Loss: 1.3048... Generator Loss: 0.4577 Epoch 3/5... Discriminator Loss: 0.7987... Generator Loss: 1.3612 Epoch 3/5... Discriminator Loss: 0.9032... Generator Loss: 0.9308 Epoch 3/5... Discriminator Loss: 1.0212... Generator Loss: 0.6389 Epoch 3/5... Discriminator Loss: 1.0283... Generator Loss: 0.8242 Epoch 3/5... Discriminator Loss: 0.9065... Generator Loss: 0.9187 Epoch 3/5... Discriminator Loss: 0.7558... Generator Loss: 1.1830 Epoch 3/5... Discriminator Loss: 0.8570... Generator Loss: 0.9032
Epoch 3/5... Discriminator Loss: 1.2498... Generator Loss: 0.4949 Epoch 3/5... Discriminator Loss: 0.9092... Generator Loss: 1.0043 Epoch 3/5... Discriminator Loss: 1.0282... Generator Loss: 1.0742 Epoch 3/5... Discriminator Loss: 0.9557... Generator Loss: 0.7208 Epoch 3/5... Discriminator Loss: 1.0943... Generator Loss: 0.5837 Epoch 3/5... Discriminator Loss: 0.7892... Generator Loss: 1.2092 Epoch 3/5... Discriminator Loss: 0.9162... Generator Loss: 0.8427 Epoch 3/5... Discriminator Loss: 0.9429... Generator Loss: 0.7509 Epoch 3/5... Discriminator Loss: 0.9262... Generator Loss: 0.8087 Epoch 3/5... Discriminator Loss: 0.8610... Generator Loss: 1.0107
Epoch 3/5... Discriminator Loss: 0.9690... Generator Loss: 0.8097 Epoch 3/5... Discriminator Loss: 0.8882... Generator Loss: 0.9575 Epoch 3/5... Discriminator Loss: 1.1044... Generator Loss: 0.6556 Epoch 3/5... Discriminator Loss: 1.0418... Generator Loss: 0.6535 Epoch 3/5... Discriminator Loss: 0.9400... Generator Loss: 0.7448 Epoch 3/5... Discriminator Loss: 0.7347... Generator Loss: 1.0194 Epoch 3/5... Discriminator Loss: 1.1169... Generator Loss: 0.9970 Epoch 3/5... Discriminator Loss: 0.8457... Generator Loss: 0.9666 Epoch 3/5... Discriminator Loss: 0.9989... Generator Loss: 0.7558 Epoch 3/5... Discriminator Loss: 0.9636... Generator Loss: 0.8122
Epoch 3/5... Discriminator Loss: 0.8052... Generator Loss: 0.9624 Epoch 3/5... Discriminator Loss: 1.0107... Generator Loss: 0.6592 Epoch 3/5... Discriminator Loss: 0.9259... Generator Loss: 0.9127 Epoch 3/5... Discriminator Loss: 0.8576... Generator Loss: 0.9586 Epoch 3/5... Discriminator Loss: 1.0670... Generator Loss: 0.5872 Epoch 3/5... Discriminator Loss: 0.7954... Generator Loss: 1.1077 Epoch 3/5... Discriminator Loss: 1.0116... Generator Loss: 0.9546 Epoch 3/5... Discriminator Loss: 1.2705... Generator Loss: 0.5567 Epoch 3/5... Discriminator Loss: 0.8338... Generator Loss: 1.2259 Epoch 3/5... Discriminator Loss: 0.9337... Generator Loss: 0.8023
Epoch 3/5... Discriminator Loss: 0.9308... Generator Loss: 0.8324 Epoch 3/5... Discriminator Loss: 1.0261... Generator Loss: 0.8634 Epoch 3/5... Discriminator Loss: 1.0860... Generator Loss: 0.6752 Epoch 3/5... Discriminator Loss: 0.8781... Generator Loss: 1.0036 Epoch 3/5... Discriminator Loss: 0.6734... Generator Loss: 1.3564 Epoch 3/5... Discriminator Loss: 0.7355... Generator Loss: 1.0970 Epoch 3/5... Discriminator Loss: 0.8963... Generator Loss: 0.7947 Epoch 3/5... Discriminator Loss: 1.5001... Generator Loss: 0.4045 Epoch 3/5... Discriminator Loss: 1.1871... Generator Loss: 0.5671 Epoch 3/5... Discriminator Loss: 1.3017... Generator Loss: 0.4935
Epoch 3/5... Discriminator Loss: 0.8739... Generator Loss: 1.1025 Epoch 3/5... Discriminator Loss: 1.1802... Generator Loss: 0.5229 Epoch 3/5... Discriminator Loss: 0.7961... Generator Loss: 0.9843 Epoch 3/5... Discriminator Loss: 1.1141... Generator Loss: 0.7800 Epoch 3/5... Discriminator Loss: 0.9287... Generator Loss: 0.7837 Epoch 3/5... Discriminator Loss: 0.8841... Generator Loss: 0.9802 Epoch 3/5... Discriminator Loss: 1.2696... Generator Loss: 0.6224 Epoch 3/5... Discriminator Loss: 1.0634... Generator Loss: 0.9491 Epoch 3/5... Discriminator Loss: 0.7741... Generator Loss: 1.0161 Epoch 3/5... Discriminator Loss: 0.6790... Generator Loss: 1.3012
Epoch 3/5... Discriminator Loss: 0.9970... Generator Loss: 0.7346 Epoch 3/5... Discriminator Loss: 0.8869... Generator Loss: 0.8506 Epoch 3/5... Discriminator Loss: 1.0900... Generator Loss: 0.5754 Epoch 3/5... Discriminator Loss: 1.2521... Generator Loss: 0.5261 Epoch 3/5... Discriminator Loss: 0.7974... Generator Loss: 1.1909 Epoch 3/5... Discriminator Loss: 1.1604... Generator Loss: 0.6132 Epoch 3/5... Discriminator Loss: 0.9932... Generator Loss: 0.7315 Epoch 3/5... Discriminator Loss: 1.2748... Generator Loss: 0.5365 Epoch 3/5... Discriminator Loss: 0.9440... Generator Loss: 0.9504 Epoch 3/5... Discriminator Loss: 1.2049... Generator Loss: 0.6109
Epoch 3/5... Discriminator Loss: 0.9318... Generator Loss: 0.6917 Epoch 3/5... Discriminator Loss: 1.0368... Generator Loss: 0.7444 Epoch 3/5... Discriminator Loss: 1.2292... Generator Loss: 1.2353 Epoch 3/5... Discriminator Loss: 1.2542... Generator Loss: 0.9678 Epoch 3/5... Discriminator Loss: 0.7760... Generator Loss: 0.9989 Epoch 3/5... Discriminator Loss: 1.0492... Generator Loss: 0.7604 Epoch 3/5... Discriminator Loss: 0.6801... Generator Loss: 1.1764 Epoch 3/5... Discriminator Loss: 0.9369... Generator Loss: 0.8216 Epoch 3/5... Discriminator Loss: 0.9686... Generator Loss: 0.9854 Epoch 3/5... Discriminator Loss: 0.8766... Generator Loss: 0.8780
Epoch 3/5... Discriminator Loss: 0.8608... Generator Loss: 0.7962 Epoch 3/5... Discriminator Loss: 1.2830... Generator Loss: 0.4988 Epoch 3/5... Discriminator Loss: 0.9609... Generator Loss: 0.8715 Epoch 3/5... Discriminator Loss: 0.8053... Generator Loss: 0.8793 Epoch 3/5... Discriminator Loss: 0.6992... Generator Loss: 1.2425 Epoch 3/5... Discriminator Loss: 0.8881... Generator Loss: 0.9560 Epoch 3/5... Discriminator Loss: 0.9686... Generator Loss: 0.9919 Epoch 4/5... Discriminator Loss: 1.0011... Generator Loss: 0.7687 Epoch 4/5... Discriminator Loss: 0.6594... Generator Loss: 1.2164 Epoch 4/5... Discriminator Loss: 0.7129... Generator Loss: 1.8589
Epoch 4/5... Discriminator Loss: 0.8005... Generator Loss: 1.0071 Epoch 4/5... Discriminator Loss: 0.8375... Generator Loss: 1.1082 Epoch 4/5... Discriminator Loss: 0.8198... Generator Loss: 1.0208 Epoch 4/5... Discriminator Loss: 0.9901... Generator Loss: 0.8447 Epoch 4/5... Discriminator Loss: 0.8846... Generator Loss: 0.8533 Epoch 4/5... Discriminator Loss: 0.7735... Generator Loss: 0.9525 Epoch 4/5... Discriminator Loss: 1.0952... Generator Loss: 0.7203 Epoch 4/5... Discriminator Loss: 0.8059... Generator Loss: 1.1202 Epoch 4/5... Discriminator Loss: 0.9464... Generator Loss: 1.2022 Epoch 4/5... Discriminator Loss: 1.1341... Generator Loss: 0.6895
Epoch 4/5... Discriminator Loss: 0.6890... Generator Loss: 1.3134 Epoch 4/5... Discriminator Loss: 0.9426... Generator Loss: 1.2060 Epoch 4/5... Discriminator Loss: 0.7512... Generator Loss: 1.2783 Epoch 4/5... Discriminator Loss: 0.8540... Generator Loss: 1.2667 Epoch 4/5... Discriminator Loss: 0.8665... Generator Loss: 0.9529 Epoch 4/5... Discriminator Loss: 0.9127... Generator Loss: 0.9271 Epoch 4/5... Discriminator Loss: 0.7482... Generator Loss: 0.9639 Epoch 4/5... Discriminator Loss: 0.8528... Generator Loss: 1.0054 Epoch 4/5... Discriminator Loss: 1.0480... Generator Loss: 0.6795 Epoch 4/5... Discriminator Loss: 0.9179... Generator Loss: 1.1658
Epoch 4/5... Discriminator Loss: 1.1055... Generator Loss: 0.8127 Epoch 4/5... Discriminator Loss: 0.7894... Generator Loss: 1.2810 Epoch 4/5... Discriminator Loss: 0.9203... Generator Loss: 0.9749 Epoch 4/5... Discriminator Loss: 0.7229... Generator Loss: 1.2220 Epoch 4/5... Discriminator Loss: 0.8522... Generator Loss: 1.0567 Epoch 4/5... Discriminator Loss: 0.8297... Generator Loss: 0.8702 Epoch 4/5... Discriminator Loss: 0.9510... Generator Loss: 1.2221 Epoch 4/5... Discriminator Loss: 0.9529... Generator Loss: 1.2053 Epoch 4/5... Discriminator Loss: 0.8677... Generator Loss: 1.0019 Epoch 4/5... Discriminator Loss: 0.8865... Generator Loss: 1.0098
Epoch 4/5... Discriminator Loss: 0.9517... Generator Loss: 0.8784 Epoch 4/5... Discriminator Loss: 1.0828... Generator Loss: 0.7580 Epoch 4/5... Discriminator Loss: 0.9400... Generator Loss: 0.8876 Epoch 4/5... Discriminator Loss: 0.9503... Generator Loss: 0.7529 Epoch 4/5... Discriminator Loss: 1.2048... Generator Loss: 0.9397 Epoch 4/5... Discriminator Loss: 1.1371... Generator Loss: 0.8388 Epoch 4/5... Discriminator Loss: 0.9970... Generator Loss: 0.6852 Epoch 4/5... Discriminator Loss: 0.8426... Generator Loss: 0.9224 Epoch 4/5... Discriminator Loss: 0.5718... Generator Loss: 1.3466 Epoch 4/5... Discriminator Loss: 0.7610... Generator Loss: 0.9726
Epoch 4/5... Discriminator Loss: 0.9802... Generator Loss: 0.8235 Epoch 4/5... Discriminator Loss: 0.9772... Generator Loss: 0.8042 Epoch 4/5... Discriminator Loss: 0.7709... Generator Loss: 1.0603 Epoch 4/5... Discriminator Loss: 0.8863... Generator Loss: 1.0262 Epoch 4/5... Discriminator Loss: 0.9665... Generator Loss: 0.7416 Epoch 4/5... Discriminator Loss: 0.9239... Generator Loss: 1.0081 Epoch 4/5... Discriminator Loss: 0.7334... Generator Loss: 1.1703 Epoch 4/5... Discriminator Loss: 1.0621... Generator Loss: 0.8903 Epoch 4/5... Discriminator Loss: 0.7554... Generator Loss: 1.2109 Epoch 4/5... Discriminator Loss: 0.9564... Generator Loss: 1.0610
Epoch 4/5... Discriminator Loss: 0.7981... Generator Loss: 1.1712 Epoch 4/5... Discriminator Loss: 1.0731... Generator Loss: 1.4157 Epoch 4/5... Discriminator Loss: 1.3261... Generator Loss: 0.4235 Epoch 4/5... Discriminator Loss: 0.9688... Generator Loss: 0.9008 Epoch 4/5... Discriminator Loss: 0.8742... Generator Loss: 0.8641 Epoch 4/5... Discriminator Loss: 0.6256... Generator Loss: 1.6271 Epoch 4/5... Discriminator Loss: 0.8946... Generator Loss: 0.8878 Epoch 4/5... Discriminator Loss: 0.8738... Generator Loss: 0.8120 Epoch 4/5... Discriminator Loss: 0.9957... Generator Loss: 0.8780 Epoch 4/5... Discriminator Loss: 0.7691... Generator Loss: 1.3308
Epoch 4/5... Discriminator Loss: 1.0905... Generator Loss: 0.7920 Epoch 4/5... Discriminator Loss: 0.8114... Generator Loss: 0.9454 Epoch 4/5... Discriminator Loss: 0.9218... Generator Loss: 0.8440 Epoch 4/5... Discriminator Loss: 0.9343... Generator Loss: 0.8100 Epoch 4/5... Discriminator Loss: 0.9543... Generator Loss: 0.9041 Epoch 4/5... Discriminator Loss: 1.1068... Generator Loss: 0.6441 Epoch 4/5... Discriminator Loss: 0.6169... Generator Loss: 1.7792 Epoch 4/5... Discriminator Loss: 0.9225... Generator Loss: 0.7983 Epoch 4/5... Discriminator Loss: 0.8486... Generator Loss: 1.0218 Epoch 4/5... Discriminator Loss: 0.8835... Generator Loss: 0.7908
Epoch 4/5... Discriminator Loss: 1.1913... Generator Loss: 1.2078 Epoch 4/5... Discriminator Loss: 0.9498... Generator Loss: 1.0605 Epoch 4/5... Discriminator Loss: 1.3619... Generator Loss: 0.4323 Epoch 4/5... Discriminator Loss: 0.9262... Generator Loss: 1.0623 Epoch 4/5... Discriminator Loss: 0.9848... Generator Loss: 0.7561 Epoch 4/5... Discriminator Loss: 0.9039... Generator Loss: 0.7126 Epoch 4/5... Discriminator Loss: 0.8305... Generator Loss: 0.9855 Epoch 4/5... Discriminator Loss: 1.2297... Generator Loss: 0.4931 Epoch 4/5... Discriminator Loss: 0.8130... Generator Loss: 1.1390 Epoch 4/5... Discriminator Loss: 1.2183... Generator Loss: 0.5297
Epoch 4/5... Discriminator Loss: 1.0436... Generator Loss: 0.6684 Epoch 4/5... Discriminator Loss: 0.7937... Generator Loss: 1.2696 Epoch 4/5... Discriminator Loss: 0.8391... Generator Loss: 1.2285 Epoch 4/5... Discriminator Loss: 0.7037... Generator Loss: 1.5392 Epoch 4/5... Discriminator Loss: 1.0101... Generator Loss: 0.7556 Epoch 4/5... Discriminator Loss: 1.1283... Generator Loss: 0.5915 Epoch 4/5... Discriminator Loss: 0.7777... Generator Loss: 0.9244 Epoch 4/5... Discriminator Loss: 0.9245... Generator Loss: 0.8003 Epoch 4/5... Discriminator Loss: 0.9642... Generator Loss: 0.7996 Epoch 4/5... Discriminator Loss: 0.8927... Generator Loss: 1.3080
Epoch 4/5... Discriminator Loss: 1.1416... Generator Loss: 0.5634 Epoch 4/5... Discriminator Loss: 1.4311... Generator Loss: 0.3798 Epoch 4/5... Discriminator Loss: 0.9527... Generator Loss: 0.7030 Epoch 4/5... Discriminator Loss: 0.9636... Generator Loss: 0.6907 Epoch 4/5... Discriminator Loss: 0.9466... Generator Loss: 1.1009 Epoch 4/5... Discriminator Loss: 0.6874... Generator Loss: 1.3161 Epoch 4/5... Discriminator Loss: 0.8235... Generator Loss: 1.3065 Epoch 4/5... Discriminator Loss: 1.2919... Generator Loss: 0.5540 Epoch 4/5... Discriminator Loss: 1.0627... Generator Loss: 0.6397 Epoch 4/5... Discriminator Loss: 0.9326... Generator Loss: 1.0015
Epoch 4/5... Discriminator Loss: 0.9175... Generator Loss: 0.9343 Epoch 4/5... Discriminator Loss: 1.0737... Generator Loss: 0.7917 Epoch 4/5... Discriminator Loss: 1.1260... Generator Loss: 0.5866 Epoch 4/5... Discriminator Loss: 0.7625... Generator Loss: 1.3397 Epoch 4/5... Discriminator Loss: 0.4115... Generator Loss: 1.6332 Epoch 4/5... Discriminator Loss: 0.7858... Generator Loss: 0.9882 Epoch 4/5... Discriminator Loss: 0.8727... Generator Loss: 0.9325 Epoch 4/5... Discriminator Loss: 1.1762... Generator Loss: 0.6142 Epoch 4/5... Discriminator Loss: 0.9286... Generator Loss: 0.8097 Epoch 4/5... Discriminator Loss: 1.0993... Generator Loss: 0.6840
Epoch 4/5... Discriminator Loss: 1.3393... Generator Loss: 0.4503 Epoch 4/5... Discriminator Loss: 0.8149... Generator Loss: 0.9979 Epoch 4/5... Discriminator Loss: 0.8591... Generator Loss: 0.9793 Epoch 4/5... Discriminator Loss: 0.8959... Generator Loss: 0.8746 Epoch 4/5... Discriminator Loss: 0.7619... Generator Loss: 1.0102 Epoch 4/5... Discriminator Loss: 0.7633... Generator Loss: 1.2099 Epoch 4/5... Discriminator Loss: 0.8475... Generator Loss: 1.1403 Epoch 4/5... Discriminator Loss: 0.9491... Generator Loss: 0.9508 Epoch 4/5... Discriminator Loss: 0.8897... Generator Loss: 0.8195 Epoch 4/5... Discriminator Loss: 1.0056... Generator Loss: 0.7980
Epoch 4/5... Discriminator Loss: 0.8983... Generator Loss: 1.1788 Epoch 4/5... Discriminator Loss: 0.8141... Generator Loss: 1.1033 Epoch 4/5... Discriminator Loss: 0.5998... Generator Loss: 1.2783 Epoch 4/5... Discriminator Loss: 0.9282... Generator Loss: 0.7545 Epoch 4/5... Discriminator Loss: 1.0689... Generator Loss: 0.9248 Epoch 4/5... Discriminator Loss: 0.7592... Generator Loss: 1.0158 Epoch 4/5... Discriminator Loss: 0.9133... Generator Loss: 0.9928 Epoch 4/5... Discriminator Loss: 0.8094... Generator Loss: 1.1853 Epoch 4/5... Discriminator Loss: 0.7432... Generator Loss: 1.0856 Epoch 4/5... Discriminator Loss: 0.7225... Generator Loss: 1.4206
Epoch 4/5... Discriminator Loss: 0.9263... Generator Loss: 1.1640 Epoch 4/5... Discriminator Loss: 0.7315... Generator Loss: 1.2135 Epoch 4/5... Discriminator Loss: 0.7896... Generator Loss: 0.8910 Epoch 4/5... Discriminator Loss: 1.3011... Generator Loss: 0.3968 Epoch 4/5... Discriminator Loss: 0.9256... Generator Loss: 0.9817 Epoch 4/5... Discriminator Loss: 1.0052... Generator Loss: 0.9592 Epoch 4/5... Discriminator Loss: 1.0107... Generator Loss: 0.8065 Epoch 4/5... Discriminator Loss: 0.8014... Generator Loss: 1.0171 Epoch 4/5... Discriminator Loss: 1.0463... Generator Loss: 0.6883 Epoch 4/5... Discriminator Loss: 1.0138... Generator Loss: 1.0887
Epoch 4/5... Discriminator Loss: 0.9035... Generator Loss: 1.1402 Epoch 4/5... Discriminator Loss: 0.7527... Generator Loss: 1.1439 Epoch 4/5... Discriminator Loss: 0.8281... Generator Loss: 1.1175 Epoch 4/5... Discriminator Loss: 0.9468... Generator Loss: 0.8198 Epoch 4/5... Discriminator Loss: 0.8953... Generator Loss: 1.0694 Epoch 4/5... Discriminator Loss: 1.1433... Generator Loss: 0.5503 Epoch 4/5... Discriminator Loss: 0.6046... Generator Loss: 1.5946 Epoch 4/5... Discriminator Loss: 1.0961... Generator Loss: 0.6000 Epoch 4/5... Discriminator Loss: 0.6987... Generator Loss: 1.3234 Epoch 4/5... Discriminator Loss: 1.2529... Generator Loss: 0.5694
Epoch 4/5... Discriminator Loss: 0.8567... Generator Loss: 1.2869 Epoch 4/5... Discriminator Loss: 0.7750... Generator Loss: 0.9342 Epoch 4/5... Discriminator Loss: 0.9356... Generator Loss: 1.0512 Epoch 4/5... Discriminator Loss: 0.9520... Generator Loss: 0.7799 Epoch 4/5... Discriminator Loss: 1.2822... Generator Loss: 0.4681 Epoch 4/5... Discriminator Loss: 1.0017... Generator Loss: 0.9964 Epoch 4/5... Discriminator Loss: 0.7347... Generator Loss: 1.0957 Epoch 4/5... Discriminator Loss: 1.4342... Generator Loss: 0.4026 Epoch 4/5... Discriminator Loss: 1.3340... Generator Loss: 0.4101 Epoch 4/5... Discriminator Loss: 1.2288... Generator Loss: 0.4932
Epoch 4/5... Discriminator Loss: 1.2765... Generator Loss: 0.4860 Epoch 4/5... Discriminator Loss: 1.1338... Generator Loss: 0.7876 Epoch 4/5... Discriminator Loss: 0.9283... Generator Loss: 1.0286 Epoch 4/5... Discriminator Loss: 0.8441... Generator Loss: 0.8714 Epoch 4/5... Discriminator Loss: 0.7916... Generator Loss: 1.2779 Epoch 4/5... Discriminator Loss: 1.1707... Generator Loss: 0.6626 Epoch 4/5... Discriminator Loss: 1.0478... Generator Loss: 0.6058 Epoch 4/5... Discriminator Loss: 0.8106... Generator Loss: 0.9765 Epoch 4/5... Discriminator Loss: 0.9807... Generator Loss: 0.6767 Epoch 4/5... Discriminator Loss: 0.9685... Generator Loss: 1.7776
Epoch 4/5... Discriminator Loss: 0.8928... Generator Loss: 0.8601 Epoch 4/5... Discriminator Loss: 0.7475... Generator Loss: 1.2472 Epoch 4/5... Discriminator Loss: 1.2326... Generator Loss: 0.5207 Epoch 4/5... Discriminator Loss: 1.0686... Generator Loss: 0.7589 Epoch 4/5... Discriminator Loss: 0.8751... Generator Loss: 0.9247 Epoch 4/5... Discriminator Loss: 0.8841... Generator Loss: 1.0389 Epoch 4/5... Discriminator Loss: 0.8027... Generator Loss: 0.9541 Epoch 4/5... Discriminator Loss: 1.0715... Generator Loss: 0.7519 Epoch 4/5... Discriminator Loss: 0.6639... Generator Loss: 1.3067 Epoch 4/5... Discriminator Loss: 0.8833... Generator Loss: 0.9883
Epoch 4/5... Discriminator Loss: 0.8968... Generator Loss: 0.8261 Epoch 4/5... Discriminator Loss: 0.9396... Generator Loss: 0.9545 Epoch 4/5... Discriminator Loss: 0.8401... Generator Loss: 0.9284 Epoch 4/5... Discriminator Loss: 0.8434... Generator Loss: 0.8182 Epoch 4/5... Discriminator Loss: 0.8763... Generator Loss: 0.9177 Epoch 4/5... Discriminator Loss: 0.8935... Generator Loss: 0.9117 Epoch 4/5... Discriminator Loss: 1.0582... Generator Loss: 0.6656 Epoch 4/5... Discriminator Loss: 1.0197... Generator Loss: 0.9132 Epoch 4/5... Discriminator Loss: 0.8710... Generator Loss: 0.8922 Epoch 4/5... Discriminator Loss: 0.8754... Generator Loss: 1.7352
Epoch 4/5... Discriminator Loss: 0.7849... Generator Loss: 1.2354 Epoch 4/5... Discriminator Loss: 0.8943... Generator Loss: 0.8550 Epoch 4/5... Discriminator Loss: 1.0981... Generator Loss: 0.6403 Epoch 4/5... Discriminator Loss: 0.9700... Generator Loss: 0.7962 Epoch 4/5... Discriminator Loss: 0.9665... Generator Loss: 0.7478 Epoch 4/5... Discriminator Loss: 0.9401... Generator Loss: 0.7850 Epoch 4/5... Discriminator Loss: 0.7193... Generator Loss: 1.3608 Epoch 4/5... Discriminator Loss: 0.8915... Generator Loss: 0.7901 Epoch 4/5... Discriminator Loss: 0.8847... Generator Loss: 0.8847 Epoch 4/5... Discriminator Loss: 0.8192... Generator Loss: 1.0442
Epoch 4/5... Discriminator Loss: 1.0832... Generator Loss: 0.5579 Epoch 4/5... Discriminator Loss: 1.1703... Generator Loss: 0.6299 Epoch 4/5... Discriminator Loss: 1.1144... Generator Loss: 0.5894 Epoch 4/5... Discriminator Loss: 0.8520... Generator Loss: 1.0484 Epoch 4/5... Discriminator Loss: 0.8705... Generator Loss: 0.8990 Epoch 4/5... Discriminator Loss: 0.9449... Generator Loss: 0.9381 Epoch 4/5... Discriminator Loss: 0.8368... Generator Loss: 1.7350 Epoch 4/5... Discriminator Loss: 0.7253... Generator Loss: 1.0705 Epoch 4/5... Discriminator Loss: 1.3717... Generator Loss: 0.3896 Epoch 4/5... Discriminator Loss: 1.0194... Generator Loss: 0.7370
Epoch 4/5... Discriminator Loss: 1.0528... Generator Loss: 0.6344 Epoch 4/5... Discriminator Loss: 0.8183... Generator Loss: 1.2919 Epoch 4/5... Discriminator Loss: 1.0443... Generator Loss: 0.7257 Epoch 4/5... Discriminator Loss: 0.9856... Generator Loss: 1.1425 Epoch 4/5... Discriminator Loss: 0.8144... Generator Loss: 0.9975 Epoch 4/5... Discriminator Loss: 0.9138... Generator Loss: 0.8605 Epoch 4/5... Discriminator Loss: 0.9487... Generator Loss: 0.8742 Epoch 4/5... Discriminator Loss: 1.1719... Generator Loss: 0.5372 Epoch 4/5... Discriminator Loss: 0.7915... Generator Loss: 1.0173 Epoch 4/5... Discriminator Loss: 0.9926... Generator Loss: 0.7125
Epoch 4/5... Discriminator Loss: 1.3660... Generator Loss: 0.4632 Epoch 4/5... Discriminator Loss: 1.2847... Generator Loss: 0.4809 Epoch 4/5... Discriminator Loss: 0.7894... Generator Loss: 1.1504 Epoch 4/5... Discriminator Loss: 1.0948... Generator Loss: 0.6899 Epoch 4/5... Discriminator Loss: 0.8846... Generator Loss: 0.8027 Epoch 4/5... Discriminator Loss: 0.9405... Generator Loss: 0.9714 Epoch 4/5... Discriminator Loss: 1.0013... Generator Loss: 0.9514 Epoch 4/5... Discriminator Loss: 1.1300... Generator Loss: 0.6033 Epoch 4/5... Discriminator Loss: 1.6517... Generator Loss: 0.2892 Epoch 4/5... Discriminator Loss: 0.8755... Generator Loss: 1.2320
Epoch 4/5... Discriminator Loss: 1.0926... Generator Loss: 0.5819 Epoch 4/5... Discriminator Loss: 0.8179... Generator Loss: 1.0210 Epoch 4/5... Discriminator Loss: 0.7908... Generator Loss: 0.9756 Epoch 4/5... Discriminator Loss: 1.1296... Generator Loss: 0.5727 Epoch 4/5... Discriminator Loss: 0.8532... Generator Loss: 1.0480 Epoch 4/5... Discriminator Loss: 0.9868... Generator Loss: 0.7453 Epoch 4/5... Discriminator Loss: 0.8849... Generator Loss: 0.9662 Epoch 4/5... Discriminator Loss: 1.3067... Generator Loss: 0.3967 Epoch 4/5... Discriminator Loss: 1.1596... Generator Loss: 0.5743 Epoch 4/5... Discriminator Loss: 0.7021... Generator Loss: 1.2369
Epoch 4/5... Discriminator Loss: 1.0163... Generator Loss: 0.7802 Epoch 4/5... Discriminator Loss: 1.2604... Generator Loss: 0.5047 Epoch 4/5... Discriminator Loss: 0.8912... Generator Loss: 0.9215 Epoch 4/5... Discriminator Loss: 0.7683... Generator Loss: 1.4649 Epoch 4/5... Discriminator Loss: 0.5837... Generator Loss: 1.3795 Epoch 4/5... Discriminator Loss: 1.0640... Generator Loss: 0.7302 Epoch 4/5... Discriminator Loss: 0.6654... Generator Loss: 1.5281 Epoch 4/5... Discriminator Loss: 1.3152... Generator Loss: 0.5444 Epoch 4/5... Discriminator Loss: 1.0398... Generator Loss: 0.8246 Epoch 4/5... Discriminator Loss: 0.7010... Generator Loss: 1.0850
Epoch 4/5... Discriminator Loss: 1.0718... Generator Loss: 0.6877 Epoch 4/5... Discriminator Loss: 1.0458... Generator Loss: 0.5913 Epoch 4/5... Discriminator Loss: 0.9082... Generator Loss: 1.0318 Epoch 4/5... Discriminator Loss: 0.6182... Generator Loss: 1.6057 Epoch 4/5... Discriminator Loss: 0.9024... Generator Loss: 0.8861 Epoch 4/5... Discriminator Loss: 0.9053... Generator Loss: 1.0547 Epoch 4/5... Discriminator Loss: 1.0619... Generator Loss: 0.9150 Epoch 4/5... Discriminator Loss: 0.9306... Generator Loss: 0.7583 Epoch 4/5... Discriminator Loss: 1.0120... Generator Loss: 0.8535 Epoch 4/5... Discriminator Loss: 0.9394... Generator Loss: 0.7497
Epoch 4/5... Discriminator Loss: 0.8977... Generator Loss: 0.8734 Epoch 4/5... Discriminator Loss: 0.7877... Generator Loss: 1.1295 Epoch 4/5... Discriminator Loss: 0.5601... Generator Loss: 1.2494 Epoch 4/5... Discriminator Loss: 0.5743... Generator Loss: 1.4406 Epoch 4/5... Discriminator Loss: 1.1808... Generator Loss: 0.6070 Epoch 4/5... Discriminator Loss: 0.8958... Generator Loss: 0.7798 Epoch 4/5... Discriminator Loss: 0.6335... Generator Loss: 1.4806 Epoch 4/5... Discriminator Loss: 0.8398... Generator Loss: 1.7534 Epoch 4/5... Discriminator Loss: 0.7554... Generator Loss: 1.1349 Epoch 4/5... Discriminator Loss: 0.7157... Generator Loss: 1.1215
Epoch 4/5... Discriminator Loss: 0.7746... Generator Loss: 0.9963 Epoch 4/5... Discriminator Loss: 0.9230... Generator Loss: 0.6981 Epoch 4/5... Discriminator Loss: 0.8998... Generator Loss: 0.7699 Epoch 4/5... Discriminator Loss: 0.8354... Generator Loss: 0.9175 Epoch 4/5... Discriminator Loss: 0.7506... Generator Loss: 1.1211 Epoch 4/5... Discriminator Loss: 0.8733... Generator Loss: 0.8849 Epoch 4/5... Discriminator Loss: 1.0109... Generator Loss: 0.8697 Epoch 4/5... Discriminator Loss: 1.2530... Generator Loss: 0.4413 Epoch 4/5... Discriminator Loss: 0.8292... Generator Loss: 0.9397 Epoch 4/5... Discriminator Loss: 1.1629... Generator Loss: 0.6456
Epoch 4/5... Discriminator Loss: 1.0006... Generator Loss: 0.6996 Epoch 4/5... Discriminator Loss: 1.0144... Generator Loss: 1.2286 Epoch 4/5... Discriminator Loss: 0.9854... Generator Loss: 0.7891 Epoch 4/5... Discriminator Loss: 1.3061... Generator Loss: 0.5012 Epoch 4/5... Discriminator Loss: 0.8108... Generator Loss: 1.6605 Epoch 4/5... Discriminator Loss: 0.7888... Generator Loss: 1.1336 Epoch 4/5... Discriminator Loss: 1.0157... Generator Loss: 0.8331 Epoch 4/5... Discriminator Loss: 0.8175... Generator Loss: 1.3193 Epoch 4/5... Discriminator Loss: 1.0500... Generator Loss: 0.7098 Epoch 4/5... Discriminator Loss: 1.0883... Generator Loss: 0.7846
Epoch 4/5... Discriminator Loss: 0.9820... Generator Loss: 1.1322 Epoch 4/5... Discriminator Loss: 1.0389... Generator Loss: 0.6899 Epoch 4/5... Discriminator Loss: 0.7390... Generator Loss: 1.2305 Epoch 4/5... Discriminator Loss: 0.9157... Generator Loss: 1.1937 Epoch 4/5... Discriminator Loss: 1.0959... Generator Loss: 0.6482 Epoch 4/5... Discriminator Loss: 0.8498... Generator Loss: 0.9447 Epoch 4/5... Discriminator Loss: 0.8202... Generator Loss: 1.0474 Epoch 4/5... Discriminator Loss: 0.7432... Generator Loss: 1.0949 Epoch 4/5... Discriminator Loss: 0.6319... Generator Loss: 1.5626 Epoch 4/5... Discriminator Loss: 0.5606... Generator Loss: 1.6586
Epoch 4/5... Discriminator Loss: 0.7683... Generator Loss: 1.1159 Epoch 4/5... Discriminator Loss: 0.9693... Generator Loss: 0.7149 Epoch 4/5... Discriminator Loss: 0.9670... Generator Loss: 0.9802 Epoch 4/5... Discriminator Loss: 0.9469... Generator Loss: 1.0886 Epoch 4/5... Discriminator Loss: 0.4432... Generator Loss: 1.4479 Epoch 4/5... Discriminator Loss: 1.0977... Generator Loss: 1.0712 Epoch 4/5... Discriminator Loss: 0.7349... Generator Loss: 0.9398 Epoch 4/5... Discriminator Loss: 0.9982... Generator Loss: 0.8024 Epoch 4/5... Discriminator Loss: 0.8111... Generator Loss: 1.2487 Epoch 4/5... Discriminator Loss: 1.2044... Generator Loss: 0.5380
Epoch 4/5... Discriminator Loss: 0.7808... Generator Loss: 0.9152 Epoch 4/5... Discriminator Loss: 1.0691... Generator Loss: 0.5880 Epoch 4/5... Discriminator Loss: 0.8358... Generator Loss: 0.8695
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.